{
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ICAL/dAIKoawmZd0EasoCreUoxp99xNnFXnrBVjofZSOsv4lQNsQn98xqbFs7UW90DL/pDalGoSz7KGtnKDuC+696cd/SmWodp7DwsrLr23A1+V/F0UAPbGzdGbAzjX275QFY+5nooXO96BZ6QDswK/JsJpvGu1PZbghDD1qIUpRC2Yn6fafhNHoKnZwHaKf8qtJ2BH3WpZKj7OU3RKE0rheaGywZ3ldvKXem4ejVLIneQ+C0cdTW+3/bdFvEHuOEuBJ3DofSwOA6Y+dO6wnrWbjtIGs2rKV/vxF0V8xnXEQoq24S7i83RhypbNufbmsvK+balbi+L1h/bSdqOc5g4o40sg1CUMrjqPbDG9s4aPDJltOqyeXczjU4OcoziLjRad01nQ+w5ipz+rtRvbWL9dDKWdcbYdubz4s7prUrDQLOmuYW5g9OhcozRehEfCPPqTRr6UanNRnaY3QW4d40X5DIbyd2MGn1aXTjPNWc0z4nbvTfr2vUPEmIZtjEYAZNmELTX+T5nMP18zk/4ezOSGYsDS8xzFp/mgwDG22eS9zdPYfa2p4OZ34e5EvtliMZF3+dFbLrxS+BbLHSmEOTydz+zhZCWcOtM1H07CoPIvTE67ihXFoTytpM4LfYKKYu3sC0uVO1eVjD/5iZ776hWIp/QUAQEAQEAUHgn0bAKJRNU1c50Wjmae5Jas4slIWDbNn8vyuUNbdP4NHTmard5rM56wGXE88THXOe5CP6eZS1Qvkxh+aN4vOuM+jd35lqA5Yyfrg71V1WcEAp3Ay5/yQBL9n3s/0cwlN20MVohTRY/HT/tSYcJzN6JjVbuPBrEf9VpVA2P08793K/QCZsTuK2mWDSR6AUQlmdtpFW+njZ9FrJUYMVVLpD2GhZeMr37Ivb7lzdRTXZLPc0WJ9dabv8sskaLB8hSaapz+Q5O5SzXgyPYE3AaJ0V1bYv7RcnUgSb9JhT27exNv46uZZp0qQzs4/sazueBXqLtQG19l91h+Mx8SQaxKDmd5b7+1j9YIZtD50V2mRB78O3ztY+rDGWLssSjUJZyjnBkM7ONBs6nm/kD46EnGSNT3++8z/M75pctkwYgI3Wov4HaWv8+LyVr95lQd/7YTuQkcctGlaq83g7OJmEspTDqpFW3HS0eWEqAzbdlnNEeSnNLZaOcKNaS7kB4IzDusOM7eXKzyEnWCwL5Ra9qd7WjZpFgivV5IaP0qIs5XIoZCw1W3vQJzJdIXg1JK2fRpPuI3CYEcHciLPGQYe5++bpRboTNR0mMjmu+Jk0zPJNrAgCgoAgIAgIAv/HCeiEsvSAzRMG6axwv/gy6aD84YNE1k7Ruz/YeTBseyKnM43mx5KT/TexKD/OOIa3u86qWq1tX2roraVVOoUSfcgglO9ybW8QDezc6BqeyFL9l/lSL0fTpZ0T347dp50DV5lgg09sHf+j3C24T9JFmdclQsfoXC/6RCRy4nwKpzJzUd89QO+2jlTrI3e/K6+iFMr6wXxbYliyLgIvTw99170zP805V9SqXAqh/DBmDl/oBVjtSScUoldD6mpfve92b5ouSNVFSnWa4Qa/8lbTCHvKl+KUQrmybIE3iL1fJhBy1XLuByA/h4ysm6RbC+kxWkZywyMsvZhjsm6ScTvPKGyVJA3LUs5FJvc3NAIMwtOZRhOOFJlD2HCO7l9N0mo/qrfyZfamJcYv8+Vl/MaFhxKazGjs2zjRMOAsD9GQmxRJ+1ZONJ53iSeo2DXFnSp2I5l4wSLdxQnlDiHsMIh+ZUT0x1sK5ScX1/Jzy7709JlMde2X+bK5ciaBlIICUuPkgaT7dWHrOrrbO1Glw2QmbtVvk/ftumiefs0DUq/mWvfVzjtEH3nQY4+VGGafQ5XHjVt3ufXgSZFZPZTRF8uCgCAgCAgCgsA/jYBOKKviGWr0fzQIDMt/J+pMPVW69P9NhHLesUV8a+tIldb9+bH/NAbM3kDo9nhOpOeQq59HudvaPQyxd6LmgI2cUX5wRPMHiWvG86X9TFYrrZx/ZBA4UJ5lwQOvuFsknb3AofjzHIo/R7CXLJT747zunH7bBeIzs4mePEi73W2Xzs1DB1EplJWD+WTPjlQmyvPryuLzlwA2GCcP1uMvhVDO3TnL+GXAutNOKQSmxJV14/XC1okmQUm6ixacZIihDLQOIPxRyVltJpQNIln//9WwbVhOfZ2/Z46Z367J4mtZzopfr9YvkkRLa7Q+mlJuCoHDB2g5dwteQjv5E9bOC5jkP4yqLfpgNyee34s5V525k24dnKjlGcNvcRafsH6SwZJR8sBSZ61luom9q9533pEqXeQvPeaxYYwLlY2D4hTcykIoa7IIHeaGTad5hG9VfsK6kBvpaZy+pAhnNuHQ2pGqTkuIvKDYfimNM8k3zRtcmkwiQpfhPXupeZg5VTvosEq7MbgFWOybvZRxm9MUjS5FWsWiICAICAKCgCDwDyTw54SyJoeEQweJOJZp/vI1AHqqUJa4k3KSDbvOkCSPEiryK5vBfKiyOHgolawnRe9h8lHOZPv8xazOlOc6VnyZTxZVqhskXM5TuBxIXNs6U+vj+6VnDBlP4hjYtnhhJ3eJNw1J4WFiOC1bOWLTNZBI4wdMShbKkwxCudUUlhvP0YNSTqPXZjYbrYjawoQwftRb0GWBmWQUiXlETzbMKOJK96i7uotqMpjdV+8WYDuAvrusTEunyCdzodybBuN2s2mRPJWazMONjqvSzQRVYeJexlmKMnk9IIAWSoZ2A+kwoahAkwWdT9hprhvTYYpMYVYcXn1lS3If7ILOcfv6DjrLQtl1PWdz07Qf/ZCFbmP/PVxUTlihv4QmIxr7diPxO1tAkS/zqRLx7anzXa/WYTjtRofgH7aXTSumU9tuIMNiMwgdKs+zPJUVlp8nLE4ot/Fl1HorX/fbsJxfOzhhZlHWXGehR1+ahyTzYJ9CKGt+J2jg0904DA2SKvYL2aPs0VCdwdPgk2/R0DGcY+2/us8hhe+5KQ/EkiAgCAgCgoAg8E8kYPRRLpq44nyUVZxa5KUdcCYLIvt1WfruWInrF+OIjDlM5K4IHA3d+C3HMXb7YSJjjnLsuq5ruvDielroZ1aoOXQbKXrxo7mdSrR8fsxBZo42iDln2s49oL1u1NlbxunJisa35C1SQQ5p50+xYUM4YyavZ/OuhaYPjhhOtRTKhu36/4eJUVohIw92nJhQAJo7xMceY/M+ORxm2gjdYL7uSw7rtx1jT2oukvSQPbM8tAPFag9Yw4G7snBXCmVnOoSeZH/cWXbt20uA/2jdoMoWsnVwtfFra8boaG6xUBZnssCx7UeHeQc5knKFY4dPcdbgHKxKY4qL4Zj+/LrwGPG/XSE2MphmrXXivkqHmawxfKUDjc79QC+aqnQYx6iNpzl1OZMzcUcInjme1pOPGT/qoRTKVV1Wc0IWoE9SmeqmmzWlcptxzDI6FRtjbr6guce+YB9qyF/Cc13BypVTtDOJfDVgNfuMI/3MTzFfe0LynpV0tO9NZdu+/DL/LLeszHphsDbbtHCidt+FrE5RNn7kKz7mxOEE7eC8IkIZDeln4jiQcoeHCpEu5f7GriPp3HlyER95CjZr7hRGobxBN5jvT/oo512MJzZbsviEdT6p8ceN5Wzz7k24aD+zPYCGDq5Uth1Er2UHjfu3HErTzghi4qci5+59bmhndpFnd9GHa7vpJTfqui1m+03Fdv3+W7mFioaj6WpiSRAQBAQBQUAQ+CcSeHahLN1hqYfJkvWF7xG9hUnFnukGcWvNympwL5D4feMkk09rmzlE6j8AUXhsIV8bv8hX9BrVxxxEP/SsFHkh8SDxIDPnBNGz/wjqGKc8c6J6lxmERsgfA3Gmu37WC90Fn3AxdhfL9l0m19IIrclm5SjZ39mNdkuTrVjV9F/msx3M6BNK053uylLuefxdXanqEMhGrVlUKZSLplUrglt74hmrdNcwJFsic8t04+wVJstfHxy36ufyReLBqTW0VlprlZZDu0H0jspSuGTIQvcywR7u+vmrrcTJbjhj43WjApVCWfkJ64fnVvOzfhBh9b7rdALaEG3DvyaPtLhdeA0coB0satNpIoGXnmjnBd4ZMEprlbbpMIYha0+TWmTkn3wRiXupR5nhM1LXoGg1lN5rk7VzKMt7i8yjLG/MT2fVhJE6v+3Ww3FaeITzhkaFIV5Q1KKs2GdtUcqOoXsrR8yt9kDeNTaHTqGBzMK2Hy2n7uLY7QLyH+Vy535OySEn32qD8InSoqyMzJMsIqaN5gt5yr2xB7iStIl2bRyp1mM2iy4+fDZha81HWXkvsSwICAKCgCAgCDxHBJ5dKKMhbdM0vpa79VsOZWCM4QMOpRXKoM7YTU+txdmZBhOOGH1Hy1YoQ+6eQL5s4Uh1+1HY+y5hRsQRDv52n3wJ/QdHHLFpWcwUY8Zpxdxos+yytkhosk8TsPiIYuouFWlxB1gbfYB1O2LwHiD7Lg/F54z1j3mob11kX4qh79+6UK7axp0Gjj50n7GZ6DR56FgxP819Dq2aRWO9dVgrllu6Y7fgAoY7yGc+vHKE8Z7DjAMZ5Y+Y1Okzj+D4u+Yi2XAb1R0ObQihXWeTL672a229ZzApJt04m0VxQlm2zh4KHKlvCDnzc/AlHqIm+7cEoqKimDhzNu0d+ujFeG/q9F/KpkzFyDbpIWcig2guf4xEFvatB9HaexGTVu8m4nASVx5JSLcP0VffY1G9xywCzzww42RVKMvpkx5yKjyQn/TXVvZmGJJf1KJs2GP6z7uWzIH4i8SdT2TLPN2X++pMPonhg3+aW/H4uPfT+jV/P3wZM0Lm8rP8yXG7vvwwaA5eoRHMCdtK6MYYlkduJyQskhkLw/CZvRiPSYG4jZlGt2Hj6Rpy2nRTuR1jJpT/4G5GIlFrl+DQXZ6txIk6QzdyXDufoJrMfaG6noNWg+kwLYrIM1ncldtvqkvMGGZtFhD9NtdhugZYqwH82Kf449rOPfkMjVazZIgVQUAQEAQEAUHg/wyBEoRySWlQc+9aOhdvPDYTKCWdYblPlXOD82m3i04VZnngX1iXcrI4nXaXx5bWYVkvpO1j7NQQhk55Wghl6v5bxcRCInPjJLNBarX6hHHA6uTHxVziL26WCnJJT03jbNp1fn9kMeuC4trqvLukpKRz5YGqlBZGicd3r3M+KZPM3NKeo7ih2aLEtehZ1NX3FlRpPYAWo5ez+Ph17YcszA7Vr+TfSGTtokDadDb1XlTvH85pbStAIvt4BF7LTpCmbBXozy1WKBuunXWKudOWEpZe1PJfGqFceHENzfX+3zox78XEM6aISA9OM7KnK40mHCJd32Z6cj2B5aHBdHVyN/WmKC38RZad6RyRbYZGKZQLM3bgIItv2W2lsx8jws+TZZYcDdnndzHUTf/Rlq5zWHdNrf38uZ/rUL53GPKXQuOpx7AcY2oWWbEiCAgCgoAgIAj8Awj8SaH8D0h5GSVBup/Gtu2xhMccZ++F37ljJlbK6Cb/hMuorrJ5fQxbz2Ryu8BKy6W4NGry+T3lPJujthKRaJgMuriDddvlz2gvDl6BX9gpsoo1yVu/hjrjGDOCVjL30K3iG4Gqq0Qu38CMpREEhO1ic2KOxbESuVeucFlhKDfdTU3eg/tkZWWRmJJG/MU07Vcck9J/50pWNr/ffsCdnDwePilEZYFJlXKACfPCWHpO9rFWkbhvB+tOZHHXegeG7paax/x28gDrThlcckwxEUuCgCAgCAgCgoAgUDIBIZRL5iP2CgKCgCAgCAgCgoAgIAg8pwSEUH5OM14kWxAQBAQBQUAQEAQEAUGgZAJCKJfMR+wVBAQBQUAQEAQEAUFAEHhOCQih/JxmvEi2ICAICAKCgCAgCAgCgkDJBIRQLpmP2CsICAKCgCAgCAgCgoAg8JwSEEL5Oc14kWxBQBAQBAQBQUAQEAQEgZIJCKFcMh+xVxAQBAQBQYinsm4AACAASURBVEAQEAQEAUHgOSUghPJzmvEi2YKAICAICAKCgCAgCAgCJRMQQrlkPmKvICAICAKCgCAgCAgCgsBzSkAI5ec040WyBQFBQBAQBAQBQUAQEARKJiCEcsl8xF5BQBAQBAQBQUAQEAQEgeeUgBDKz2nGi2QLAoKAICAICAKCgCAgCJRMQAjlkvmIvYKAICAICAKCgCAgCAgCzykBIZSf04wXyRYEBAFBQBAQBAQBQUAQKJmAEMol8xF7BQFBQBAQBAQBQUAQEASeUwJCKD+nGS+SLQgIAoKAICAICAKCgCBQMgEhlEvmI/YKAoKAICAICAKCgCAgCDynBIRQfk4zXiRbEBAEBAFBQBAQBAQBQaBkAkIol8xH7BUEBAFBQBAQBAQBQUAQeE4JCKH8nGa8SLYgIAgIAoKAICAICAKCQMkEhFAumY/YKwgIAoKAICAICAKCgCDwnBIQQvk5zXiRbEFAEBAEBAFBQBAQBASBkgkIoVwyH7FXEBAEBAFBQBAQBAQBQeA5JSCE8nOa8SLZgoAgIAgIAoKAICAICAIlExBCuWQ+Yq8gIAgIAoKAICAICAKCwHNKQAjl5zTjRbIFAUFAEBAEBAFBQBAQBEomIIRyyXzEXkFAEBAEBAFBQBAQBASB55SAEMrPacaLZAsCgoAgIAgIAoKAICAIlExACOWS+Yi9goAgIAgIAoKAICAICALPKQEhlJ/TjBfJFgQEAUFAEBAEBAFBQBAomYAQyiXzEXsFAUFAEBAEBAFBQBAQBJ5TAv9QoZzP/XuPkRSZ+nibJ807+7P3pn5rXiKH426gUhxjvqjh8oljXCs036pce3QqnPXxD8zuo9xfpsvqS4T07kD/pefJN15YQ+qKwTh5h5NaCOqkJQxwGkN4qvVU5cSFERAcwen7SjJQuGsMLR382JFlvt14G+PCY3IfaYxrxS/kczUlgwKrB6i5GNSTtgNXcUl/gHQrjcsPit5bunWMXSfvWeerTmKhuyMjQw5xQ5PPkcDBjAo+yC3tZSTuxMxi+LilnLBIqylKeezw6USvMetJMouomgshbjiNWkLcvaJxMp3/v1jSkL6iHx0cRxJ65Lb1dFvetgzKheUl5XXpegxhWy9jWfw1GWvx6O7BiguPzU8rPID3T80ZHHEVYwlRn2eekz2D5h+nJJTSg2tk5ViyVpOwYS4rY5K4X5jAnC4tcVuUoCj75rc3rOXfv8dj5aUeb8OzeWf8997U88wj8XAcN6w/IobLlN2/6hYnw9dz6KaGgoOz6esxm5jrRkLF30eTytIBPfGYE0OG6iYn9p3hTilOK/6CJezJjScy6hJ5JRxS/K4CsjOvkf3YeuTUSWH4T1nPmWw1UMC18ye5cPW+sd59fGYD8xZHk/io+Ds8fY+G6zGr2XbZsrQWc6aUxWbffviGJ2JRios5wfrm3C3D+bmzHzuvKwuc9WOtbZWyNuM/cAJRqaYa3dpx1rdJ5Jzbz/GbMte/8PuT5VOTupQBPT2YE5OB6uYJ9p25Y3ruSxmd/E1ufGnrwz5dpQ3kk1ekHEncSU0h23rxKuWdJK5vm0Pw4TtF69S8Hfh06sWY9Unm7yv1BULcnBi1JK7Euou/S/1bShJlclhhGidOl/L9VNwN8xPYuuVCkTrn/099UVykit/+DxXKBSQtd8Ou42giUnUq6NGKdpRvMpsMuU6TstnmVo13armyRr+/KKJ8VrX9F/9pPohxvr74Fgk+uHz7Ji9U7sv27D9XURa9ZwlbVCcYVdOGQQeULwM18d61qe0dj1xdqo57UqPWKOJy4pnlPoZtWcraRSIj4AfKt13BA4vb5K9swysNA3RsLPaZrRZsxenT6vwyYCSjRo3SBc++dG3dCZdh+nV5+9DWVH7p37QKSTa+EE3XURE3siZfjDhm3Few0YF3q7RisJcXXoow2O4zXvqwIyuuKtOhu5ImeQrfvlqNoYfkl0wOy355k9ZLDCnTkD6rCRW6bCheWKmO4PF5Zdx25JiiJi9p0glo/Bp1fM9omZrv/B+vPdiGS6U3qNN9MD7LrLGzcv+/VC5yOLbIl7HeA+hq2x5Xz7GM9R5Mj1ZtsO/QnG8b/MqcM7dYaf8xP3jFckcCzaXx1PuoN9FmjQtZA0Xj8sl3TEoy5ZV0Yz4/v1Gbceee8jLPP4F/m5Z477xhepGpT+NdvRzf+53gTsFhhlSuiPsBg7otpKDA+jNXkLQcN7uOjI5I1b34Hq2gXfkmzNY9+GRvc6PaO7VwXaPfbwVpWWxS37tI1Aw3fvr0bd79vCk9J20ndWVH3mwyh6t3jhDiH8D2y8ULJCkzkGavfUzvLblyoSRjqT312gWRkK8i/1EuubmGkM2JBX4Ex93XstOkbWLqWG+8vUsTvBg5Yjh97Wx447WPaTXvkvGZBDVnprahQbe5xOdKPI4LZfK6pKLPkyoerxqvUGvAbm4UyZJCjo6ozlvfjmJvViFI15jb9B2azjBcR+L2Ajv+03UDOUjkP7YsVHJOqEneOJkxinpBWUd4eY3Eza4ab5V7m5qOK0kzFBFFJkpqtalc6bdr0mbT+JUP6bOz+DxQXMLq4oOlbXjrxzlF6s38x9auKaHRWALSkBrQiFc/dmO3tVOs3VWjMQnSB3vxaNIc75hbivRpyNi3ktW7E7hRwjX/WvmUyAxsxmsf90ZXPDNYal+PdkEJ5KvyeWQsm7nkZp9ggV8wcVYMFvmrO/B2qyXcN6SzcB8Da32F/bBxpvftOHeafvQ6XwzYge41K3HvUCjjxoxhjCJ4unbEros7XvI2r4F0a9We3h6GY4bQ5ce61GnUnw0WxiDVEQ8+r+xG0ddAAI1fq4PvmafUXX+X+tfA8Bn/NdeOsiFsFatWlTasYFaParz4YiU6hugMF9L1XQSM9sTTs2gYPnQwg4d6FNk3oGUV/vVCBX6afkbRQCmL+uIZAZTy8GcWygV7fWnVvDnN9aHlsAgMRtpS3vNPHaaKn02XVkOJKFobF3O9QhKmNKRC1UHsewxGoazRcHVFF+rZTeKw/OYv9icL5XLUm5hkqpjMjlUR51mNd7tHKTLa7ICyXVE+kAXnWT9tMpMmTWBQs4/4qNkgJkyaxIT+P/LBh00Z4O/H2DFjmb75skLs6YTyW/ZFxaO5UFaTvnsjR25bYVOwBccPvjQXPo+W07rc12YCCXnbKw2ZmW4STSYY1oXyv3+awzWLW95ZZMsbLZcUEfaycEid1oDy9SdySVuPPYNQlrJJPJNBXkYgHTst0d5Tnb6TDQd1Lxspaz4t3v2R2VdMcS9MjWTR1qsKEWFKTdkt5XDA40vebTiZMwWPiB3TmRG7sxUvwGLu9JfLhSxyN9Pzg8YEyGJSFcvAKnXwTTC8IHJY0vI1Wi/XmfyeRSg/WNeZD76fQrIJpTYR0v2jhK05hdKInB83kuqvfMXYEzqxpEmaRL3XG+O38zCHYxfS+T/v0yn4AIcPH2bXnPZUrNiOwFMWjRw9osKEKTSsUJVBugdfL5Q1aK6uoEs9OyZZsywVg7f0myUeXT3ChkB/PPo50rVzc6qVr8HAXTeN5SY/vCvvNpqJXLRyj/vTsOIPTDhuzaYpcWtJG96qPIgDBu2ovsCEbypgF3SILUEBzJo1Sx+m4VzvdSrZryDNkGWljbTqEEOqfYHncSvqEhXHPavzad/dul4F6Tprutai+ZQTmBl/5QZntbf4dZ0VVfZoG65VvmbsCf0+WSg3e5/u648TPHYZySqdUP7EaQsFhQcZUv2/dFp4qfT1acEVNvt2pW0vf9Yn3Cu2nj40YRhzYmKJjVWE/ZuZZP8jbiEx5tujA3G0c2N9ugmm6nYyp06e5KRFOODfmDe+8WTbCdO+uK1+/FSxFo7LLppbywr34+8xn9gjRziiCIejp9L5JzcWxppv3x3kQrtBUVyzeHZyoxazVvEOfBQ7hOoVfmSWriLUNkYCm73KBx2CuGAmTsuwfEq3WNLmLSoPOmDMK/WFCXxTwY6gQ1sICjCUzVnMmuZMvdcrYb8iTfsuKnxwk+tZWWRlZXE5uBVvNg/g4vkV9GrYnjlHN+Ne5Su8403sUV9kfP3/4LjF8CCYCrfpdSGRMashb9qv1zXkCnfg8lFtfC/or6N5xCOLx0zKTuRMRh4ZgR3ptOQaEmrSd27goNa6LZE1vwXv/jhb+6zq7lhIauQitl61eFb+LvWvCcuzLT2+QcqF85w/bxkO4/fdy3wzZj8JRfbJx14gpaSWmBwLzSX8a5ej7vgEhQ4pIXr/6/qihFs/bZdCKD8gcsB31KtXj3r1vuab75rQor0jI4NjuKKoA9Vpu1kcGkpoaDCDf3iTco1mYVUPPe3Oz7i/cKcbH7/SiFkKAVPkElI+D27f4tYtfbgWS9CI6USn3yI9yI43vp/AyWOzcXEN4limfMwNTgV2okGX+ZyRDTdmP1kov8yHzQYWa1F2a1CBCv9roaxRUZCfT37uYUbUqEy/tesZ1LYPYUn3yStQcT6gG31WpWtfEuozAfQcsIakjAyK9sgphbKagpTNTPfRtbhHdbDhhU9+ZrDcGvfuT7OPXuTT3lFFLUTPKJRnXTVVZbJlSGcJu8eBYV9QfVAE6wZ3ZOjmTB5tdKBClbaMnjiRiYowtlM1XrUmlNWn8an9IZ1WGrrTSxDKefEsmxfNNUPdqzqOZ42PaNJ7AAM9xjJunA9D7Crxr0o9ibiuJiOwORW/68VwowVrNAN+rsjLFR1YZ/nWMisvf2VF4np4T6pU7swKvUlMur+P4T80YODma9YFQJmVi2KE8rlsLp67QiHPJpQnHt+JV+cBrL98j02OVajTdSTjxo0zC2Mc6/POuz8x/YyiYpGyCPrxRd7uuYUCVMR7f0uDIcvZGBlJZPhUfnnvXVpNCidSXpdD1GZikw2STSL/wW3Tc3/rGrFBI5genc6t9CDs3vieCSePMdvFlaBjmdrjbpwKpFODLswv+uD/yYwsIOvSBTJz9QWtYCu9P/qeKYpWQuGOPlT8diKJWvGj4vSkpvwwLs4opI03lrJYYFeB+hMvopYFq3d9qneax96dS1gbb0iz4eh8wrv+m+ZB15/eqDKcYvh/FqEsv/euLqDVu5XoFaGwYBbuxb3SBzgVETIakgNa0mTMUR5pbrNtxgTWX0hkjiyUN+aRPPVnms+8xI0FdshC+dHxUXzz0zQuWugQQ1TN/lXHmD94CENGz2F7UjxHjpsalKqcHHOrd0EcI2p+zcDVm9i06elhxcDavPBqXfpHpBnzRXMtji2bNrJs1nQWbNCXv8hIwobU5/Uv3Vi0UbctImQKE0PXExm5ic2xKYoGhYaMNfZ8+p0Ha8LDCX9qWIJ77ZcoX38QGy8bKi4dAU3GEgLWKlwINOnM/vF1vhh1QhffB6uxf+ffdIuwfKGVXfmUshZgV6E+Ey+q5W5MvOtXp9O8vexcspaixTOcrv9uTpDWPUXi9olwFi9cyMIFfrSr+BL/+qo3c+X1hYsI270St/9WpJV3EPPnz9eFIF/affZhUaFcuBePhk1xHiX39o5jmN0nvFz9V8bKPb9je1D3tff50V1nmR7RvipvV3cjItPU6tD2vn7UhN4DBuIxdhzjfIZgV+lfVOoZwXV1BoHNK/Jdr+GmHs7RA/i54stUdFina7z83epfswekLFayCW1ejiaBil6+ki6rKaTQhFd3ZN5afv2qP3stqyy5U/9+Jplm7pb/w/qipHiXcp9CKGezsOUrlKs/kCUrV7J8URBTPX+ldoVyfNZjPRY9Flp/sy1O7/29hLI6leiQQObOnWsKc/zpXvN1XnrpJV784Af6TQgw7TMcF7iQHWlKlwaZ3t/DoqxOiWLGeH/8h7fms5cr8L2rH/7+EwhYPga7io1wHm3ZxepBu2qvUdlxgz7P1GSnnuP06VPsGFGH15tPJybYnpqNfYnVO46aWZSlTGY3rkCXiKIteGSh/O8PaOzmzdixY3VhZDtsXviQpv0ttr3cEDOhrLnC9rmTmDhxPAN+fJ/3GrszfuIkpiw+yNUIB57Fopy/bwA2VQdxIPcS68ePwdt7BO2qlaNqu+H6LmcvBtpW4tUa9gx3/YXv6zfBbZXed1YWyjVr43XS8AKSuB7UjHfs15KvTsC/aWuCLyufeNmNoxFvtF1pbiEq5QNWmsMenZxK8xqtCDyfD+pbJJ9JJvNBIaqUhbT9tArtZxzkljJKcof0Xy4XoMncRaC/H34+DtR65TNaj/DDb5wL373zIU06NeK9Fz6gzYJ4Qou1KGtIjZqO77hxjO39He+8/AnN+49m1KjRTFg8ma5NRnI0v5D8fPPIF8b047/fT7awNGvIjPBi2PIk1HfC6d9lDhcMokl11ML1Qq5+8o3WLLkRlhodQqDhedb+z8G/e01ef+klXnrxA37oN4EAs/1yHRHIwh1pRfywS5NnTz3GilBWnRjNl9WHcdiQLiRuxh8jTdFekK+rSZ/DT+VrMGifLIhUHB1enRqex43Czfze1oXyg/0hzFgfywmFFfTY+rG4jNiA0SX2GYWyXCfGDrGhXK0xxBsen/xwulawYagpUdroaS4vwqnnfJJUUBg/lq/Kf0GfNQeY0lQWygWoL/hT/2sf9gbJQnkTcZNcGB9vXudIGg1qtVob7h0Nwn/ZRZ1Pcf5qOpZvyAz5OdWks2JhtHa7dD+GwTXfpd6QaG7IRa4wmaWdK/GyzXCOqzRcO7WPownXin+OpZss6dyY4cX05KguzKC9rTe79b1t5q4XOWxzqcRb9QaxTSHIQOLW1r58/lI5Gs5Mtt7oVWaodI+bFxbj1m0ep605jatPM9MnTNGLqyEreiZz9O4X99b8yrsV7Fl9T3lRK8t/unxqSJ/zE+VrDGKf3COrOsrw6jWK6ZWQX6NKoWyKhyZlGg3KvUC5hpO4aEhn4T76V67B4J0ZWouzbHXOyjzAyNpWLMqFMbhVrMWY03JBLMmiLJE1tzHlWiwy65mUhXLN2l6YXgPXCWr2DvZr81En+NO0dTDmr4F0ZjV6g7YrdZH9e9S/Jp5lv/RsQllzeRo/VfoJ55E698lRg13o3vVnfmztzmjZ6DTMjZ7OAxmpNUCNxu2HdylXx5sj+vZcWdQXZc/AdMUiQvnVjqsVLXKJzHnNePX1dqwo0stZQGmFcuH9dBKTr/PUcWDqXK4lXeLKfeObxBjTUlmUjUfrF6Tb7BvTkE9q9WHZxFa88XV/Zvu5Yt/ZDf/Fu0m8Z6jtLU+U13U+yp91nc2atWtZWySsZnLb/5TCoqwhNzOJlOuPnlJJlnycnP6PXv7M6KMs3V6AbQV71lq8ZOExq9q/pfDXVZMeu5awVSsJ7FmNV74dwjLZHylsEydv6gTM4xVteOUHg//2U4TyM7hemAllI2LrrhcVPrNlkNGKq3vYhrWuwiuWFmXpOkvbVuCFV5swM8VQTkqwKBvvq18oQSjf2DoUh5nnLQSJhqRJ9Xn7V323nuX1SrX+mEtHT1sdFPIofhbtGnVn0Xn92yI7FNtXP6fvdp21/NHpINpXeo2Pm48mPNHSSgR/vlzI7xc1hQX55F2cyHefyX56cs/Fbtwrf4X3yUfk5xeg0pTGoixxLbAp5f5VX++CI5G1pC8DIm6hvh5Kqw+/xHWdyQ2oYGtvPvlJX94U/KQ717lRIJEdu4oVu44TFxenC0eX0PWj97FfcFi3fnwbvo0/5AvXtRRp32qvJ3F73xgaflKLPssm0uqNr+k/2w9X+864+S9md+K90nUFKuL21EV1Kpum+Zos52O6Ubf8JzQf6GPc5jPwZyq+WY8eY/QWdq+e1H/rJd5rHsAZo0ZUET/mS15+qSoeR+TG+58RyhI3g5tTvuEoIjZvZrM+RHg14o3KPViXrn9unlkog+rEKL4ob3ofyPVQize+Y2qKsjGUw8aeFalYpwnN27SjadX3qOd9jDyN3vViYwEUxjHPfz2n5tvxieMSorcdJjHpsmlwnXSfo0sn4u/vrw39m35IuSq9CJdFqF4oTz99iOWL9xI+eQoHcpNZZF+XxoPWcEn/KEnXIxnyiwOzjsnPzWOWt3yJakMOmQkms3xVXeTg4ZIsaHnE9Lfh467rkLWyUihrLgfy8+cdWVJkILXEncPz8QuI5sC2hYQYLKVW/4OZ6liLV96qj/f+YgYxo+b8lL5MPW/l3SXdYHGbt6noGq2wZutTWFblUxXPmC9f5qWqHuiK558RygUcHVGLzz77hFe/64lb8x9xXX6BfK1QrsWIQ/dNPvj3T+BTrwyEcpuVCl2jG89jXSjfYOtQB2aeN7xb9Pw0SUyq/za/rjd/4f496l+zUlxGK7JQfpkq9tNZeyTDfIC0lTtoLk+l/uudMOC5Pb8pr/yyysi8YHMP/t1gBrpOZhWHBn1GRff9eiNFGdQXVuJUlpueLpQDm/LaR65FB+/wdKGcl7SO4c0q8soLL1Ou3Iu89GZ17CfvJcviGVffOESgy/d89MqLvFiuHOVeeo0P6zuz4KRugIqcYGtC+fH5+bSr9C71PXdrKy4lGM3towT8Wo9vneZz4p5k8lGWIP9KNBPtP+fNCrXpGXQCsx4A40XyCbP/mJ8n7CL+1ClOFQknWO9hR7uAUxRcTyTJ6O+s5uL4rynfejEpBybRoca/eeXFF3jhhVep3D6Yc8YXYmmPkyOkJsGvDi+/UIEGI6K4UgBaofxGDX41vHSN3dte2Fd/XSGUDQlSul4Ytun+7y9swSvNQ3QMn2ZRLkuhLD3i6plEsmLG0XHMriIvsNyYGfSful1nHdJHuTBuDLZNm1C1QlfCjXVWGQjl9n6EzIzg4ulY4sz8VtQk+Nbh/R4mX3RVzk2yrl3jWilDckQfKr9Qjs97r9bOTqJLioabeyfRo8ckDij9wWWh/Hpj/eAz3ZGq9AgGflOBF15+n/qOczhsHDxaNuXi2nxbqrlu171crfoov0m7MJ36sO6j/IB1nSvwwosfUb/bGCJTU9i0ci93JImsEFsqfDOeBMV7Jz/CgfdahOhmKNFkED1rDF5ennT98lXe/M6HyNhthG/YwIanhPDNh7lqfJ70BURzm6MBv1LvWyfmn7iHpBzMl3+F6In2fP5mBWr3DOKE9Qdff6Fn/1NaQNV5m3H86DsmXSo0WkXVjzbS/cMfCUhXabflXr/GnUI1GqXGfLAJt6bfU++9Gow6IUP780L5bfs1xheVnJr89Z2p0HCGyVL2J4QyUi5XLl01WmVVh4dR9R171li04R6fjCTsYDJJq7tTveFETsv5pPdRdgjeRsiUSUyaNImxnT7nrW964z/mV754/X1azL1o0VCVY/6IDV3epe7oMFZOGo//uM7UKFcR236D6dvXi3levbDrNYyZe7NKaADJQvll6k+7UsRgIT04ybxev+ASfIzbyrywUgQKd/fjv/KAaZVCKKtvEzXSldkn9NakxymcviQPTzT/5WdncjU9nXRjSGae7St8Nfogl43b0km/mkm2sW4zv4a8prkSSI++kdrBtcq96vMTqV++Ft7xiodNcUBZlM8Hm9xo+n093qsxCl3xfHahLF1bSsf6/YgMbq8dzJedGsTPH3zH5DO76f/fT2g+dCrTp0/XhWkjaFnpAyuuFzG4ffw+Pw7wZ/x4f0a0qsjLNbriN3484/2cqPf6BzQdJO8bz8g2lXi5lEK5vV8IMyMucjo2ztx9UZ2Ab5336RGlrHD+LvWvIpPLbFFvUZ5xhI2jf6ZatWb0n7efTGXyFff6a0IZyra+UESsjBaLCOVyjceybfdudmzZwOLJLnxX6XO6LLE2Ar9koSzd3ohjxX/xQXN/dqQ/QqO6x/nV7tR963Xqjo0zVeA5+xhW8zXKf+HAnH1XyFFLFNxOYMNYJ0ZGmVr3lkI570wgrT/5N99779ePhtUTKbzG/sBhOLqMIjQ209g9+2hlB95vswjTTD45nFvUmy/ffg/7MIPPncTt4+sIDQkhJCSEoHlB2n95ufgwE7d6r/IvGyfWa2dn0AngchU+xuYbJ4L2JnMv/wGX1jhStdw7tF1mSFNpj5NrxlSmNSjPK69+hpNfX75tOJYDaSGltCgbSkpxQllDyqT6VHCI1LEyCOU1p1g1eyNXlHWu7HrxXkXa+oeyaNEiXQh25cuXPqXTpIXm2/5l4XphiIb6DtvcKlOhZmtcPKaxPGwRs2bOZKa1MHUwP733Kp87h6PtzdSksaCfJ5uPT+H7d/+CUK5Rmc5zNuktbVGscK/NW/Zr9d23exneuDGDN2XoX7ryoKYv+MR1u74sSdw+GIp/kVlQrM2MYrHNbyobE1XaWVeOr5jCtJUni1qZrQhlLbrCDKL9OtBu5E6uG/KkLMrFo1g8mrRlQapeIRQRyhqyM7PI17/15S7zuv+xmPUiN4Lun77Pv9+qj9dcZ2w+789OWTNImQS1sKFX5B3y8kxv/rywjrz9yzLMO6lUHHCvRHXPEzrOhXGEBUdz7opSWMjLlzm+cDTjotItBFUh1/YHMszRhVGhsaYK/dFKOrzfhkWmB5+cc4vo/eXbvGcfpp9O0FA4y/Dfsmtbekzug2RmNKpInx2F2md6ZqPyVOuxmmTjy0dFwkw3/A9spE/Fmn9PoWyGSOLG/J95o/5kFJOdGI+Qrq/DqakzGwyuCIbBfBsfo9GoyT84FJuXXuDt9su4oZJdLBQzOhivop3Oh5E1PqNfjN49zuh6oSYn6QzJpyfT3jXKojwpLyAvWxfKeecX071aOd6o6cDUTfFk6q3RhrOl7BOEL5Z9aPUhdC7Tpwdq1wNd6vBa9W5MWzCdiZOC9McswL9TZV55uy4Do4qOL5Bup3Duyn193ZLP2g6vUX9qWhHxbri/1X/pHlvcfqLvVoWvsnSTMPsP+KTbhtKV6T9TPlUJzHTz58DGPlSs+SeFsnSLyH5t8Iy5R55h1gvpMQkbVnIoK4b+pR3MV3iAEQ06siDV+2u+9wAAIABJREFU1BC9t9cX+1+HEXr0Fiq9y45areJmhBcuIafMGlFaH+XKnZmzSd/jErUC99pvYb9WHvUncX/vcBo3HsymDL1VT+6J/OITXLcbH9ayeS+XRf1rtZD81Y1K1wuJeydC6P75K7z+pSurzOdT1d7ImlB+qWonvPQGPO+utXj1++Isyrq4lll98VeTbuX8IkL5xdff5ZNPPuHjDyvwRrnX+LSZOwG7Mqz48ZUklDWkTm9AuTdtmW82tVehtlvxXxW6sl77ltSQPvcnXnv9OyYlWPoIm8fWJJTV5MbPwvaj9/jB96C50Mg9T2TIUrYn51q05tWcC/Vg+KxorlhYsx+nn+T0NYPyAHXuDUWrP5WUVMOLOpmQ1q9Rpf820pStf8Py1VvkacWEXgB/2IV1xvkhZaPwOXxrl6OiYRQ5pT0ONMnTsG3pRo8vbBi0L5WQ1lVwXDoXW4NF2ceTQf0GMkJrXX6aRXktV2Lm4m2Y3m3UCDrXepU3P2+L20h5irdhOLZuSkeHX2neuDkD12WaMkIWyu/XYOiOZFJTU3UhYQZNy9Vi+G7ltpm0sellln7pQSzTu/1I9fcq8P67r5tGTKuV0wk9IGHCt1SwDyNbMcXQo3xdpuWfXMf6C/moU6eWXihLt9jmN4zQc/oRBVrXi6o4LT/E0aNHOXr0CFs962uFskHK5R8bxZdv12eCdmqgQna5VaTasMMWwsyE5ZmX1Pe4fb8Y01VxQtnKTf5yuShMZYOnG1MOKLp5tUK5Hr7bD7J5eyyJhp6SwlSiZ/WnWcV/8dKX4zDNmiSRvdqBJh7j6SlPD3fhGH4Nf2L8OTXqM340bTWPVI2GtKWe+O+W596UuBH8M+9322hqLGvTphPKdfwu6kTDo6XYvVgVhxnBBAcrQyAeTd7i7WZzuGCsMnI5HxnC0u3J5FqY8dTnQvEYPovoog8+J09fK7s8tcyfx1H0/MCGjqN98Bzpy9TAMGKv5rC3/3+pO+402Tvc+O/77VmuHPxReI4t29JQFezA7f+CUJZ9etu8w+fDjxbl+PgU0zp3Z/7FfAruXyP59FESMtN1s17IrheoODm6NjZVPqXC1z9j7xjMaSuDfmSs6lM+1KnsxsrNgfjJL14ve74oV5EWA4fxa/3K1O8/nUENbZlX4qhyC6Gcn86OqV2oVakeToGHza2HyrxU53Iz4ypXrypDGru9vuGNF1/g5Urf0WfuIS6b7b/K1YxMbuteCIqrSdwI+okX/9OOxYly4S0qlHNiJzFg6kFz44/iCoZFTcZiOnztSLh2ClCJO9FuVH2vFQtKZGA4W243PHv5LDy3hW1pKgp2uP1Joawidf14ZuzWuZVZmx6u/3//QyPX0abpDb360vQTKxZlRVK0i48OMKRqOWz67zbXBNqdGjLXDcF56mGjFV7ro1zVieWH5HfAUY4e2YpnfVkoG98CHBv1JW/Xn6Cr6wp34VaxGsMUvvh/j/rXEkRZrSuFsu6a0r0jTPqpAi9UsjKd3l9yvZDLY9nVF2VFQHmdIkLZzEe58AZxixypXv6/uG65ozzvKYP55AEmb1KuwXTSLPRAYexg/lvuC721RD7uLcp9Pw2DQcviJsZVnVD+Af8Nk2n+/ku8UP4HpjxFXBtP5g4L7d6gwfSiLXdN+ircu/uzX9n9rT9RkzKJ+q9Xx3m9PAI6nw2/lqf6aN2cxdpDpJvsXrqeS2ZTz+gE8CtVhnDIpL9BymJe01d4z1Ee1S//SntcIce92zM8JtZsHmXpXjiDO0xFntlJczWAJm8YRharOLU2iK3GGQH0iZEHPAT8QJHp4dRnGFOrEs6+05kbZ1QehpPM/6X7pKfc1Mdfv8va9HDkcf26Rdej+jQB/TxZffomRy3mUVYdHUWdKm2ZfTqHtOkNeLdrhFZEyV2iu48arP2mqGj0Qjns2Cr8fWV/z7EMde2G61B5Fgud/6f3YGe6u3ngM3YoLg5d6TZyvW52lhJ8lA1VpNxFHNz8TX6YKXfTymW0AvUnXDKzSJhiU8ZLpRbKf71caDISOF/kKxZ5XL+azf2wdrxSbRD7DVNTy8lU55NycCsnjSZtubcjhVn2jqzJ2Go+j7J0m3D3HgQm6VumuVtwqWvPisxCEid+i81Ag3+agZ8VofxyU0KyDfsN//JxFak2wspsEYZDFP93FtrxhpV6SB4Etsq9O/77/+LE+YZ7Sfe5GL2U6aP60Omn2lT57GMqlKuKa8QVfQNad2D+Tjc+/ao9Hb74D3YhKdbLVGHZCOXy9QeyeMUKVujDksHfUf6vuF6obnB4+RwW7E3XxltzZS5N36mHfxF/WTXnfOvyRoX/UKnqN7R2HUdo9AWyCxQ+yvn7GNigF6FTbPnEKZyj/t9Tue3CIu8LWVDHjfqKb5TzmhstyoaXi4bkaT9QuXtEERc8Q/YYLcpTT3Fy+SgcfvmVQbO3cslsCjXT0SUtFZ6fRpMPatCzRwPK/ziFDf6u+B8yuQkWf24BO1w+pGL/A3rDkyyUy/HBj254jhzJyJGe9He0p5O9C4EnzF4qVi6pJm1Re2y+Gc7Oc2F0+fS/OKzJKN4yXYbls/BPC2U1D+6bjFj5a7vzRd+ten/qQgryThLgOJxIZeNRc5nlQwawylCPoCFz51zzHr1xQ2hr8wqvVW/H4DH6Xrxx/bGr9iE12w5mnO9Yhru74tJnNGtTdPVRSYP5DLCla8E0f/MHZsozbWkHrdZngmEaPv4m9a8hsmX+X1Qoa2+Rc5hJv/YiVDGbj7zdmkW59D7KZVlflDkI7QVLFsryIdJN5v/8Gh/03moRg5Isyvls6PIm5ZSVsv7swoNDqFyuOiNlJy9ZfHbWHWcpqC1upvNRfulVXnv9A5pN3syy7p/yZt3RHFZYITSXtzDTz3wqKq1w8u5O3TcrULNBO3qOMt8/ZsRA+rr1w3t1koVVROLq7EaUq+Wjt57JQvl1KjRwZbR+onOv/q2p+dHH1Om3STEKuXgBHNSsdEJZeZwmM4wxkw+SU2j44EgB9xIPEbN7N7v1YXuQA5XeaIrvNt22nWtG8kOl+tqp10wGdJ1QLt8ygNity5k7K5hNCQ94fGQY1asN4/D93Xi5zifZdIJlFpCbfIAtUVFEKcP6oXzzchV6zY80bt8wtT0fv1aNHssuWVgN5UsWHcx3f1kb3m4eRJak4fL0BrzxpQPj/P3waFeDf3/UCL+j5v2hBqFs8lGW3RhPERV+Cu0HwKT7XEm9ZZGf+uSURijLPvE3r5CpNU/qGlnNgw1T0RXBUrYbSimUy7Jc5F5LJikxkURFODejOeVqDmPHRcP2kyzvWZ3q3RZhGHcod1Fmb/FnnOwiZfbBEXm7G/WbD2SCvzfDBw1kmM9EhjT/iNpj44j1qE4933MWIvEvCGXNZbbM9DM2kgyNpXHjvOle900q1GxAu56jzPePGcHAvm70816tnZnhL2eidIe1PerQqNdYFmy7QPajotPDae/xeCtO77+k7SJXTIdrfvsyEspvtZjJqQsXuKAPpwJa8rayTi61j3IhmXtn0q/7UJYm6Ctc6QZrOn9MxaZd6T10KefM/WjQZG5nxcZLmI2XNrpe5JGxsBud5iYZp4cryNvPwKr/oWekubOzdHsdDnU6s/BkEklJ+pAwixav12NkzKX/x955AEWVfG0fA0ZUzAHXnF0ja46YI4o57upizgqiICKirjlhzjlgRIxlQBGzlgRJluQCFYpUwBRQM7d+X92Jd4YB4+7+32+hqpm+fTue7tv99OnT5xDsf5mFPbox9+AGrCvXZsL5WIPTRA1pRY5yIWoMcOGYT7SReUkdLy2M0HwsJypiLzK1SS0G7gzgk9rgSGTKY5x7d2OWR7jxOUdThWxvZlmUwPqUZtHKzVHWRP2qXyGJO/OaYlasFM2X+OS+wCfN5CeOz+8HypoKCaRER5MiiCe9M7D96y4f5XFccxjDnzukVjwzCHsTlMcdIk1eOYTs7kvF6jaciNJsnCD9ti0WxTqwwQDQaVPlo/VCEwey+RgerTqlStxH31JWuKuNRvxvzL+qmqYEeXHkyFUCpUwNXSO+05cHUM4jN2NA+VtEL37WfJFH9X44+MtAOfsly1sUw2LaLYPCsrg+tQqmv+U2KCAahAhZ1w7TMv3YGy09C83htVMLTM1HclrZqQpC13egWKnOrNfu1AyKUT8qOcpFKtBj3XPEqVRIusWsRqWob3stHy6CmFgg6fxYqtX8E8+gYyyyv5JbP7CxIpUWp4pTa4bmBrERjrKxdPlwiqUAOD+Osi6eQOKLJwQpTyp1QDnt/RMJUPZi8/BqlO1kw+/TNnJVC6Dv4BMsHqln8Oa4I9NH96ZN9dKUbz6Uhe63CEsXEJW5r+1QE+uj4uKiIHRzP7o5PCQvJkt2rB8+UqX9ov+mIx2KNsT25H19xf3eD3kaYswIgCFQTuPC2MpUn3KNTFRAWcNRNkpepci2oehFNn6ulpSs0A3nB58QJR1jLi3EesQyzodq+cSq7L4SKGvLlou3vCsxQe8Sh/btz/d8FVD+GeNCU3UFcU8vcPLECU5I3OFZrSlSeyQbj+uHnzx1DT/NABGSeHr/pfJ7NLTMJw92x3aSI9tO3cEvTmVOPuW4DXX/OMuh4eXpt0+n+1ZVEyNA2cSCAUuccHKSuuVMbmtGva/gKIunLmOr1eRPzyCOLbLnSp7IVEOLH/tV5OToOHqGMqBi1kIi9xw60+CXapi3c1VdcAMy/F6iZZiJ8X4GUN7Vj5pTPfVOf+TvH3LdX2Jq+AtA+cniRlQb4sDKkZa0m7CH11ownMHrzX35pfk87iRn825rL2q2noeXUiebIQ0VpEU84cLe7Rz0fs6WnpUYe+ASq10uEStIDI6I86b7Hyy+JJG7RYbv0t5MOB1DtK8Hp06e5KTojszBslgDxm89oXo+eYpz90N4tbErZmU7suKhRJRIWx0D0QttuL4n+856NjyWHgXq3ivib7CoUyvGHAhUAm09rRcxHvzRpBZdF5wgQB/razOQ3Z1OnZa2OK7ah3hVwZjohTbyV3jE+th3boxlp0aUNW/J5B2++V5G/Fnj88eBcjJn5y/ldnY2d2fUpqXTa9WmOesVLpY16L9XfeEyM53Y+8vo23shlzSaWgzokuFjRzPTigzZ7Uei+kBUEXOeiXXM+W3Vc50WFYN0X8NRliaRv1xO80oTUC0D/yPzL3JeLa6FSZ3BTJ9pTf3CNVmg1dsorf33+H8cKH89R1lavx+ZL6T5/Fx/LqBcrNcGFRfi7XMeeh7EaUgDSpZtz6pcR0EKPmzuRgmzzri+TEWQpxAe8EELsoSP5xlvUZSqvVdzJyoThTyFd2dm06ZMCVose6Ld0QsJV5la1xSz5pPY/SiadIV4mS8Qr/XjsHa4q9WEoJNR1u0aM5440qZ0dWyO533klPF6M/3qtmaul8gRlBN2eCI9rJ3xFFVH5PmnIOLAQGp13YCP5zpWe8Yqj+BziV4YTf9zOcraIqQWgLSBkPVuO30tmrPYO4lnLkMZtUW6IxcjKgjdNJDfRjlx5HGMbuEUPnPXvhvtZ3vquOGZL3HrVIVGE48QZIAvJUXqe42KXuhH0X/SB8rC5xPYNLRh/VYX3N9mKDnK3wqUZa9caFfVEgeprC1yos7/QaPKrZl7Rew/9Z8IlJtUp8dsV+Wte/HmvcPQupiJepQ1caS/6WcZWV6j9kz64m/yfxVQlpT93eNCkocRr+zEEIq3cTN6SctIdKMmrHPFE2RkpL1hReuGzNeTSwJ53B0c+reg/ZitvBQ30RlHGV5rMhe04EyTWw5P3WyYdkqtF1sTbPib8ZrN/erSeq6XcnzLww4zsYc1zp7hum9AmkY0a7+oAw2bj2K/nqozaaRv8BsCZREkOw5kgL0XMekvcLEsT9OpZwnPTuTsinVKLQra3H8YKItiMnLdmNdmbODJDyhnPmRxE1NMSjRktPtLHVdP8ZlHa/rTvPsybmqAsSKKI8OqULbrBrXBEIFPz46xZt4oejSpQ/MhDpx8m4yg5ChXZPCqh7xTfmxSoGxQN5HBcXclU1beyS2vm0v0Qp1WEcXpcbUoWuo3XDTWALXZfg1QluPnYs0879xAOfPdIab0HYHb3TgtXaVAWSxGHnOdpZ0rUaqWFXN33uK9yIzQ/Cnes82qGX96JZH5fDVjph7EPz3z+y7zISf27hpGdB2Eo1c0OUI6AUdsaVWuKJXaz+TA88/5c7bFOv3A+PwxoCyQ/Ggp7Tuvwl9uAJQR+OwxnUGrRJ3hAjEHtnI6OYeQLT2o9Ks9j41O0Fl8DLjH6e3OzBw3lJ7tLWlevSgmDadxMTwjj9MFlXq4JtV7MNtVpX3Fzc2BoXXNJDLKmo5T/aafHUl5SyPz4b85/8qO0sx8otqAESiCp1K15VH9in/30z8JlH/GfPHdDf2qhLmAsomJqMrMhEJFimNerR5tB89nz+OP2slBL9c0H1x7VKWoSVGKmRamaOVRnJTI+mYEnWZBt+qYqtXDFSrdAOvVd3Kph8uOvIGbTTPMi5pQ2LQYpkVKUK3dFNyffNaWawwoi0cj/hu6YV7eii2B+vK1QkoAZ1eMoVf/qWz2ltY/hw+np9G6ugWWw+ex8fQD/KNT9Y6Bs4O2MrjTDBUHSojDa3EP2vaewvBfTak19Sz+Ie8JDw/nw4f3hIWGEhIcRNC7d4TGi3Jl/xRQzib69mqsLbsy1yNSVf/MF/zVsxoVmw9n8bbz+LxPUYUL4hUqyZ/sPefmDGDkRl/txkbzVoi/gm2DopjWtGLuXh+dhgVNBMPfvICyPJQDs2dxMEAjNiGQGh3M+6goPKfXp/HiJ+SQwYMFnRiy5z3yTF9cenWkb6ealBm8j/BPiSQlJZGYmEBCQgKpku6Vil4oYjz4s0N37Lw02kSkFczizdpOlC3TlQ2aEwslR7k5Sx6LeoJlyGSZRGzpjvlInWlvReRDzp67zPW7d7no0otK1ady3egkLS3rJ/l/GCh/w7jIp8p5AWUh6QH79/nmvjCjJ3qhn7GQGsrj+z688A/ilccMmpe35pj2yoOMkHPzaG/RGvuHKWQG7mdSl67YLPiLfcfPceXGPXxe+BMSEUVUZAQf3ocQ/C4Qf783vH4VxEfJuFCWKqQQcHYFY3r1Z+pmb9SqwpWvcj6cZlrr6lhYDmfextM88I8mVSNqJMRyeEgFCpsUw2pnrH4DvuEp+2MoASHhxIYfZnjFDqwLU5AdeZ31s6fjfD5EuxnLDj3G+AalqfpbZ5r324bewdtXAGVFQhhvAkKJiH3Prv7lsHI3Nv6NVDwrloAXrwkMjSQu8gwTLDRq6AziCgmcnzOev57pZG8zQs7jMLwfE9yu8cHge5AHuvFbiQqMPpusPMVLvDCZlp1msMsnTgfaRKCsNjiiKS3jpQenX4kcYIHke06MnXOG9yIPI9WXo4el85OM5M9JpGcrEFIOMaCUWnZUk5HmVxbAxUtvtHTWBEMWHiNLYt55Nn+57+fQoUNad3D/Pvbs2sn2DYuxqlqC1o4+WgYNQhIvDjsxd9kBXqgNNGnyNATKynBZGJecBtOgTEW6rPRWfycKok9Mov/SB4jUEZkXsTeWYfVrW5pVNaHupP1cv/+Y52+DeC+uK+/DCA0JlqwpmhIVJPt7sG7uBCYvPYGf1Aa8eB8q5AwLelhQ3MSUKq2GMGfDOV7E6zOEfsb4/DJQVpAQ9oaA0Ahi3++ifzkr3NWnOVmvN9C9gjlWO0JRkM29mbWpabMZz1s6UcJbN2/gdfUYczu0Y7FPMkKGF1NqtsDxleZj1dBD8ysnwf8yG6Z2pGHL4TjtP8rmBTb8ZlGe6m0GM2PNWfwMVEEqOcrNl/A4XVwDZMgyI9jS3ZyR5zQDW0Hkw7Ocu3ydu3cv4tKrEtWnXs89rnIB5X9w/s08QONK03TqHqPmUKPZAQ1RfvD3O4BykQYMUxscWTCkEWWa26gNjDhgP7YtFer3U9tKsGdiGzNqaPUoC/zwfPGDrf1ScglQ/lLUPN4LWSRFBPD2XSRJhouWMolAVuIHAoNi0Fh3zSMnhKxEwgMDiTBicCSvNHrh6eE8PLWDtS5OLHVYxd474XkevSgSXnDYbjiWFqUpbGKGpf19PgsCKc/2MH/uVh5rbvsrC5Dx/sZ27Cb0wbJZA2pbVKFSxQpUqKBzFav3Yd0bDSjUq9XPeRA/yGYNmHc/Hv8re1jruJCFrmfwN5gAyArDY9lQmpUvReNx+3gpfS+k4Hd+Mysc13HqdYJ2E2JYQSH1LYds22JeuSsr730SFXfitcWFlStX5nYr5jJhyGimLzV4t+RPbAYNYsi0/VqztGnv77B/piWlTcyxPhpN+CUXlh9+q5WtE5Kesm+BNe0a1KBi2VKUKF6c4sWLU6reRM5J1HspgXLFcZwOuMJ6F3cexOU1gYoi0W9Y2boUbVaJ5oDFfUwgu2wXcUFyYSQrOoj3eotOFvGvr+LatxImRS0Y5O5vROuLIdV+0rMIlEt11dOjnG/OPzAuFFHX2bJCbWFRY2lR/eswoQt1Ww9j3jL99/OHt6VWzSbY7DW4iCYCZYt2rDEmE6hIJdznDG5Da1G4UHnaOz9SiWuIDRM+cfl3S4Ye+KAbj1lR3Nu9jKnDutOqUV1qVq9CBXNzzPVcRSwX3lID4XTCH55ix1oXnJY6sGrvHcLzugulSODFYTuGW1pQurAJZpb2uou8WdF4zujA+PPf/x0rUkK5d9SBXlVNMK03Gy+/Gxw4IVFXJ+lM4eN9/hr9K+bmgzmkln1UvlYC5V9ZrgQGoh7lxjSxM7DMlxHF0wvbmNraDJMSzXBQWn+QZJ6XV8gk7u1NjrmNpFExE4o3mMk1FXrLI4WCJD8PtjjbYb/6KE/1dIxLkghRbO9ZWvedkUWWPkaDdF9cOtXCcsJyfXlx9QXc5faLWLTIkcOvjNBfSCLo1nE2z7fCoqgJJZos4n5efSypltSbFXKFTU7zmDJ6GEMGDWKQ6IYMwdpmBKPHTeT3P6cxa+5SNnjqzFfnhD3iXqhGpliam6hHeRBle+4gRo8LoYqTFR+n1rAgGr9Zx+xVN3KJ/OXE+HJi3Txsujanbs2qVChbAtMiRZRWZEVLskXK9WS98kKAjKhHp9i16S+2HPMmIpc2DWm9sol/dhzncb9RrXhpmk1w55kE4P+M8akEyr8uRzU8fVnUuAl24q1yyV9G1FMubJtKazMTSjRzUBknEYVNgj05fOGtmkEjkPRwO7MnDqd/715YWVnRq1cfBgwexogxE/jDdjHuj0QRLYG0+HitRhsh6zMhvtc4vmMdLiuWsmjmH0yZv46TD8ORMvER0gm9tp4pHatSvMZYzkhEr+SBu7BddEFicTiL6KD36C8D8by+6krfSiYUtRiEu78RgPOvzr/ZPJxSgWId5rB+4wI6Fzdn0gMjdZT0y9d7VUC5+86vu5ujlFE2s5HYNsivJNHgSG3qLZBqy/nJ80V+xX/Hux8Hyt9R6N+VREj8QHC8Sh7y68vIIt7fnyjlpK7gc0yc8aPZr8/w74kppBERGE5KSiTB0en6HGJjJWYmkGC43ig+ERn9tauLgtQU3Q1lY0V8V5gshnchCWSTxedPKV9uh7FCMqMIjkgjOf5jnhshaTJZtB/vDG1ASyPk4c+OCyHom8dTHpl9bXB2OE+8Q/Un7PzS/oxxkV/+X/tO+IjfkxDdEb2RdMKnIF6GJek4jJo4WTKtnmZN0Df9Col8CI7/ovUowzyz4v3xV334qlfyULZPmMPVH74UI/Ax+A3Requ2Yem6Z3m2eNAs+ROSiQxPVJ9yCSSHviJEIxcuiSZ6ZTFBBH8yRKQGkYw9iuMmIITPX0oqpPEhIFwLUoxlpQnLigshQg9paN5IfuU55Og1VvLua7xCMu/9Qkn4WXjga8rMI448xp/XsRoOZB6RkPMp9qO6L/OK84VwxSfCI759Ls5O+JzH9/hj41NIjiQ8Uc2cEJIJfRWS62RS1SIZMUHBfM/wzJsiCqKf3eD+i1DiM7QCdXlHV76Rk/7p85ctAxvNJZu4kCDiM/MYtP/6/Csn+t5uVq3ayV2Nzmej7fjWQDlx7wKI+9L8oMk2K4agMM2cpQnM+1eWlMhXdd+Pzhd5V+Gb3vx/BZS/qeUFkQsoUECBAgpoKJATwunFtqy+Y3jJUBOh4LeAAgUUKKBAAQX+ixQoAMr/xV4vaHMBBQoooE8BIZ3klHxEePRjFzwVUKCAAgUUKKDAf4QCBUD5P9LRBc0soEABBQooUECBAgoUUKCAAgUU+DYKFADlb6NXQewCChRQoIACBRQooEABBQooUECB/wgFCoDyf6SjC5pZQIECChRQoIACBRQooEABBQoo8G0UKADK30avgtgFFCigQAEFCihQQIECChRQoIAC/xEKFADl/0hHFzSzgAIFFCigQAEFCihQQIECChRQ4NsoUACUv41eBbELKFBAgQIKFFCggAIFFCigQAEF/iMUKADK/5GOLmhmAQUKKFBAgQIKFFCggAIFFCigwLdR4LuAsiLuDievffjnzPp+W5t+SmxZcpK+pa/MayyxGonLXY1JxwyCfJ4Rr2+5U1J2Ng+WdcdqrgeRWgNCcvx3TMZmzi6eSsyKShKpvEIKMbGp+ta6ROvLfufYduwOwcnZ+G0dRT/b/fh9yTCUYeZZ17HraY3dpYhvsxaVfYNp9Roz4WS4Lp08ELdO1enp+owfNmYm1lNIIywkVpe/Yd0NnhWRh/m9uw1O12Nz0cogKvLAnUwYPJvj79SmhoRPvP9gxDKg8Iknt16QX/fo5Z3xiU+5LNym8+LERnacfak2Y6tLkXHDieETl3M2WN/kkTxgN7aT7Tn4LOmLbdHlBkLcVZZPmIrTQV8+5WE8ShofWThvA5N05qL1Xuo/CB8f4/X0WwxwZHPLvjuDl3nhd38/204+Ic6oBbUcnm9kRLGVAAAgAElEQVSezO9LD/E8D4tz+jUx9pTDy81jsFniQbj2+5KRKZMSQSAlIpwEaZCxrL4jTEh5zd3HcbmtDIp5yd/jsWEbN8K/4uPMTPs6i2GySEKlVgTzrLNA7BUXZrteJuwris+VjZDK2/tPyctSda742oAMbjgNZ+Lys+gPbTkBu22ZbH9Qz5SyNtm/7ZElk6RndS2Ta0usGOlyF41V8YwgH57lPdHn0QI5qRGvuH1mN6sXT2F4zy6M3v4mH0uiOTz9ywYbu4uES9R5C5+v4PynHYeeBvD49ms+S97lUfAXgnNITf1a66xfyOp/8fXP6M+MGzgNn8jys8H6VnrlAey2nYz9wWdfvz78L9Lof7VOchnpaWmkfdGlEnlzLUv3vsXQ+PDf1bRcQFkecoE1yx1wcDDu7Gz70qCMKWWbTuLY+zxR4t9V338s36zgI9j2HcZSjzDVx5J+lCGlu7IlSlx1BRKu2dKgXDOmnlK/z1WzLLym1KCdW7AOlAjx7OpVihYr3n4BDMp47jKQfstuojNPL+f1skaYtl/J88QsfObVwWLGA+1CnZ2V9XUAS3YKm7Kd2fhBiy5y1dxoQNY1Jlb8lZWBknTyAJybl2HUBTXoS3/KrrXn+KAZFjnBXNm2kQ0bNnyVWze/J5UKVWPwniBtu5R1ET7hs38Du6/6kSApXhHiSsvCXdmpWdGMVlwVmPPMjqaNF/NEU7esC4wpX5f+cw3G+dy+1CpchWFHI9X9lkbQnfOcPXvWiDvJ2uG/YN5yJhci04kLDSE6KQtBiGOnVWkGHko1qFEOjxc2pI7tDfTfKIjY3IUSLZ158w0LoZD8iBXtylC513qe6mWo4OP7D0bNYAsfd9LDtA4D5i9l6dL83Zw+FpiUH8j+99JKZZGRIX2WNjGbO9Nq0szhJXIhlmPDLGi35hVv7j0iVppEEcbatkVo7Sr5NjTZZKWTK/v0CN7HSzMQI2dzb2ZdWjtLviWZB+PrWDJ2iTPOzs44r5iNlUVpGk+/qgU9mmJ+/DcVb7tudJ5zkUjNmJJkmvHchfYW3Vj7In+0muU5mV8aDWKWnT329iq3ZNpoBgyfwgL1sxg+f0AdClfoz+4Qg8IEBQrDjYAijM2di1Pd9jb5l66rsEKh+7BS7i6kq9Uy7kh3Xooo7h07yW2/eON55jxmYcM62N7QG4igiGBzlxK0dH7zhTlPV5d/1JcVzBHbvgxb6kGYchpL5+iQ0nTdEqWcT4WEa9g2KEezqafU76W1E0j74MsNj6Ps3rSKZQumM2XCaIYP6EjD8hWp17EfNpNmYueyiT3HL3Hj7mtijG4cxTyzuWlrQcd171GQRcCV87xIERDid2JlPoJzMoGEu0vp3rwPznelm1eBZN8DuKxYwYqvcI7Te2JRuTPO3onShvz/4/+h/lSRIefxQhrWsSX3UN5MlxItcf6WSfr/H8r+7S2RB19iw2pXXF3zcyuw7VaVQiblaG7twvU4w8nv76lmLqCcdzFZhF9xZvTgibic9SNJN6/mncTomyzuOvfHyspK7fqxwEPDpTWa4CcF5vByyyj6z/eQgM/8s872W0tH8/rMuZcJWqCsQBF5lFGt++Lmk5gPODUClFPOMLJye9aGGBBPSMb3xClepUo6XfYMu0bF+NXxuQqoK4Jxa12SLitv4uPjzb6RVak03J0HPj743NrKUAsLhmx/ZQDAjLQvL6AspJKcoqtXjv8ZVq1wwslJ7ZaNoZlpBbrOcNSFOU6nS/nCNB65TBm2dFIPGjdoyqBNb9WnDTmkJXzi48ePShe5pz/Fm9rzKE71LIbHv3LB0rQ7W0I1YZ9I0eMKqtuQGciRP5pRud5AXG7GKkGsImgVLQv3ZE+CkXYaBBkFyhW6szVGQnMxTeJ++pTqx0Eti1xOUkQgAQEBBAS85erijjToOoO9D/zUYQEEBEaQJPPHpU0V+ruHkKUEymZYn9DAFIGEoDdEZUSxfdhwDoplyiO4ee6higssxLKrd3m6bQnXbaqyw7i439MoCBOrKY+5xvzWVbFoM5CpDmpgKIJDZ2eW/tGFakXK08c9KNepjxIol+hPLgxvQC8lKfb1pniPnfogM+cZ9q0bMmCWZBxoxoiTI7ZdK1G69XgcxDC7ecydNwmrZi2w2RGo3fwIce70LN2VrZFq2iuiOWs3jwP+meQ8XULLBgOZ7aRZ+J2Y37s6JtXHcEavryRAWSFXgTCZB6MrdmdbtCbfENa1r85kT00/GGnkjwRlvcC5TTlaOj7V5zwp88zk1rRa1J3jre4DgU+B/sQZ4P2sq5Oo3HwFbyXh6UcGYNrGjWDd54gYVqzjRiIkYWIx2fddWLjLm8ePH0ucD17rRtLddh/eeuG32TllCHMux+jGmbKuaVw+cFoyL6bjPa8R5t028U5dLyFmOz2LV8Z6ZwB6hwBCAkFvosiI2s6w4QdRDe2bnHv4SQU0Y3fRu3w3tujY/mSHXWS/Z6R2PPxIF/yUtNl+rO1oTv0598hEB5QVikiOjmpNXzefXCdDmnIzP37gQ2Qcn1MyydFMJSn76V2sO+6GG3jhI/fP3CBCu9dREHFtE87K72cZE9qUwaLXHByXT8e6oyW9l90mKekA/coM47RyCMsJdR9A7UH7JH0l1kSBQi5Hnq/LJOzUFJpUqM9Q16uEfLMVyv876zbf2Z9CQhBvojKI2j6M4QdjEJATcfMcD5UbRoHYXb0p322L5AQrm7CL+/E0tlPWDJCf9auI5KLdcAZP2csb/cPI7ypBEXkRu+GDmbL3jZG567uy/NsTyeO92fznQIZO34xX2D/FS1Y16yuAcg5Pds1l3rylbL0ezMvHT3VHmTmppErWoJSLs2jXujWtW7emTdt2dO09lEl27tzRO4KU8/72Afbu3cte97l0MjOl86YIg4n776C5uGOvTrHOmyQD3bAcAVnKZz59+qR2MXjvXMx6rwg+Reykb6n2uL54wpYpU9n5JFoZJ/7VdoZ3GMWuN2kGmamB8uqn3HQYyayzH0i6NIm6LUdjZ7jzXz4Jy3Ll6b7+jYRbIxC7sxuFyk7gahbkvFzGbx3mceTCRS5ePM+6QRUp39+N8xfFZ9Fd5op3CBopgKzPHwhUgjsR4Encq430NmuD3U0J0Avw45ZLd6rWs2HnK8N2qJv1NRxlAwoYPspOWlOilQvvJIu9ELmJDqa92a8FpoapJM9CMj7Ov1HSpBF2T7JRvFtFi8K9OZBPWrksXXmUk/RgAY0bzcHjzFyGzb9CdPoFxpjXZfDS1axeLXGOw2lQXAqUdeUrIvYxsLIF1nuDkCU84/KNUN3Rj9wfl7Z1mXU/W5SHYKeVFCjn8HRJE6p1/Z1ZsxfiuGIFTvP6UrNoTSZ4xCGP2o6VRTsmLtJxt5fO6oVFEQvGnDEENXJibq6gf/2qtFlwJ9cRYObbrfSpbE7HlY/0AY26GT8DKC9p0gz759rVXpWzPJzbl58Rc2Yk5pZrVCBPHsbtM/cIS9MgCDGqQOzuXlRrPY6F86xp+UtHxi+ezR/jxjHJ6TKRvotoYDGde1rOm0DUpvaYDjim/DaEtBiCAsXx/IbDYy1oMvMs5+b9xq9jD/EuyQhQ7lCDP679hJVFNwz0fKmXJ1KjqT1P4x+y10UD7lW/Tgtt+XOuo4rT5zARy7Km1Bx9gijJ+P82oLwJzd5CWQlFFKdsfqHdwlOcP3/+y+7gDFoULo3lnAt8kABzEWhFHdzM6URdPykittCtZGNtP6ectKFchbF4GE4POU9Z0qQaXX+fxeyFYludmNe3JkVrTsAjTk7Udiss2k1kkfaEcimzellQxELc+IiEUBCyayRtWnZi8XXN7CUGR3JwQltaWM7himZNVHzgwPh2DFj7PF+QnX1rCR1ataRly5a0bNWGdl37MHSSPXvvRWrnV0GWwmftPP+JGO+dLF7vRcSnCHb2LUV71xc82TKFqTufEC3Gi3/F9uEdGLXrDSoSZON30gXH5ctZbugWD6S2SU36LdB/t2zmAJpWr0n7xbdyfbf6HGXJEMs8wVCzIRzXSEsISbx9FpyPCIckrcYrJPNs8wg69F7AyUAJjdXv/++v2/Dj/Ylyk96kWld+nzWbhY4rWOE0j741i1Jzggdx8ii2W1nQbuIi3Wn70ln0siiCxZgzKIeyht5/x6/sKpMrFaZQSSt2ahgBP1CO7OpkKhUuREmrneSVXcqDLczbeM/IWP2BgvNMqiDW5xSHT9/nvQRTiutF/IODbHJbxcrNp3j+UbPupPLy3C4OXn6TZ44/84UOKItHeJodaZIvO10OE6j8OGWcHFaajhs+iPtWIo7uw0sMF5K5M7cp5VvPwyteNfMn7OtHMVNLZh88xrEj+9m5bgkjWphjWms8Z2N1k7C2AVlXmVzxfwkoywnz2s32bdvYpnVbcRnXlJKFC1O4UGU6TXdls/adJt529t14r+QcKcIus955BSscf6dduSLUsJrJUnt7lroeYM3ortj5ysiWyfQ3Btl3mF67PWsMOM2KaA8cFhwhWJ7I+Zmj2BqgGSQ5+BqIXkAWMgkekL33xuPcOc5J3aG5/FayECZFKtHA2o7D0nei/7wHN/3zkJHNusbvdazYLhXZEEUvLOsyW4dqtF1rzPNdQFkRx+tHAXzWNF1Iwtfdgd3PZMjfufBr4X4c1iykuQpVEH59G26rV7NqVjcqVezCjFWrcVt7gIeRHoz5Ko6yKlMh5TEruzVl8DaNnGE2we42dJxwkHfih/1FoNyUFg4vtMfPQtxOepaz4bRMjp9LDwa4i9+X7k8RsYnOpQZzTNK2nDgfjm5wYc3Bh8RkxnPHsQeNOizGS825Snu5id5VKtJj7VP1Yq7LT+NTiV7UY4idI46O+bvFg+pQou9+Pks/3ZxnLGnSlAUHD+HsoBPdsJ9hQ2dLKxbtd6FbuYEcShTI8V1IA7MO2N9TnQAo66AIwq33IPaEKxAiN9K+jA3nJBNjztMvAOWPL7hy+hSnji6mS+ki1LJZz4lTpzh99hbvPp3PzVH+m4Ey8lTi4nPfJ9DQGyGG7T1K0Gz5S23fa98BIlCuULkLtst0fWE3pB4mVXow0yCsSEcJUBY+4TmtIYVNO7LRYN6Q5q/xC0kfCThgy9gdr3WbO81Lcfi+3ojTCcnJniIWr41b1eIXSZwaUR5zm5MkSdIovSJQbtoChxca5C0Qt7Mn5WxOI5P74dJjAO7SOUNcQzZ1ptTgY+p6yHnr3IKiJoWoMO6idqOvCN9El+ImmBQdwGGNNIf8Hasti1Nr1r1cJyXSasnOjqBkkZbMOHKBCxfOcuLAVhzHt6VCkerYHFMxZeRhXuzerpm/Vb9bXcbRtGRhChcuROVO03HdrP9eXBO277vBe+0mTixVgURqRVUNYxxlIY1kAy6ueGrnqj21k3CUtSc0Tjgts6FJsYZYL1Wd7C237UyFQuXpqT21k7bcwC+Iy/QLjqx04K+LwVraGsTi//66DT+jP8XTrKYtHNAN5Th29iyHzWkZcj8XegxwR38oR7CpcykGSydpQ+L+tGeB9IhnPA5MNDqPfHMxQjoRzx4TmKj5bg1zUBC85jdKd9uKUtrU8PVPf87h4dw6/DL1OsnRz7j9Kl79jYsip81pMM9H+ZwdeoY1W+4Slx3Ohg6mWLl//Ok1MZahGiiLck6HWO3igovoZvagimldJp6PRoEaKK9/zaMjB7h7fg1rH6QRst+GVl3mcOqdbiVXfnDFh3FSsvAJ0TvoWbwkQ45qZjtJNb4WKGcnExEUQly6FEpI8pF45WkxBL8LJ1kDrLTvvoajrI2s9gh8vrecjjWa8efh1fQv1YaZW1Yy1WYkti4HuB2UlOegFY8qe5gWxVItoyzEHmTaLA8+yePY278Kzaee0XF1sjz5vUZ3tfyzpA5CInHxWQgJ3hw/eounz57xTOl8OTi6GpVs9uCjfH7KNecuVGk8ldP6s7gkMwXhO6woW6UalUt0ZIHzEta/kiBrSUyNV0gK5on3Ax48EN0dbt+5r/Zrwu5z754q7OqG3xnheJO4fLrou4AyCj4/Wo9N65b0X3iIlxKul/zVUhoV1xxLampt/Neo6IV5LfrM0XFxlXL5CwZQt5g+R1n+2Qe3Yb2wPfiEkHdveOp9m6vnT3DQfRlDapnx6/JnZH8vUI73ZP6YjfgbjFdFsBuWZUdwVvst5RAd+E5f5EkES4sHsOhSMLdWDaZhvZ7YeYTmy236Wo6yPOoFT/yjSdADBUDOYxY0asmKl4F4HriIb0AQQUFBBNzdzrK/7vIx5wObu5hjtcOfK79bUHvabQkwE0j0dMb+bJRyU/A9QFnTu/K3zrQoWoSmSyXcRWOiF38HUFbE8ermdby8zuM6sCldHW6i5BXkfODRPckpg1jZ5BMMK1eXeY8MCalqyXdzlIVEfHatZLPXA67t282uXbvydu7rmNSsGGUsl3E/r1uqcn/WTluHv5F1U4g/wMCyFkz1ys2NJB+gHO85nzEb/Q24vwqC3SwpO+KsmrsrAuWWmDVqQu0qE7isLEIls1+2ya/UL/6dQNm0N3ukOzwhCY9xVSj6qxOvjbXx8z2Wd6xBsz8Ps7p/KdrM3MLKqTaMtHXhwO0gkoykUfag4h1uVs0YOM1OK2NuP78/tUws6D1HInc+vi3mFbri9kRKQx1zSvbMhX59FuIRItMXoci8zfS6XdjwIVsSLrKsvvQn4+zoCtQZthv//Kd5FVD+O9ZtskmOCCIkLv2L9f256zYI39GfeQPleDznj2Fj7kkaN8uyjNBN0l/qlH/kvSItmuDQuK+7JJxnjXLwXdyIkv8oUK5L/fmPyRFSeLp+EC1+m8qR4AxeLWtO48VPSQvci3WtyrSa+Bc334ewoUMxBh7THLXk2ZCf8kLHUZZkl35uFOVbLeXEMTdWuaxgZBNTLPpMZ+60aTjscGBi34ks2HhX/4IO5PHBbadHiWpM9TLytX4JKGcEc2ZRTyyKmVDE1JRChc1oZLOGu3o3g8SKy4l/tJ0p7atRrFAhTE1NKVyiCpZ/7OGFVqDOGFDOxH/XEGqWt2TJ7c/68saKz/huHkHr3yaz63kSglZGWUDUHOC12oaGZua0mLCT5ylSlpuKkCniEbRJIapZjmX5xTBCLx3jbqKAELubPuZtWeUnQUYyD8ZU7M1upSyUgiivTSx3cGDJ6OYUN2uH00Vvrp034A4bcoOVHOEr+EQaobNYpcxHLGxckb5b/sK6bGc2vL7ArBF/8TaP6GISIfkd96954umpcxddrChtPoB1l3Vhnp5X2D2hFiatlkvoraKD9P/XAGVF+FFm2+7irW7/pcxCSHnG2u7lKFxzLCfVakSyb9tStZott41jEGnR6ICyQHrkG4Ji77Bi2HJuGYptpN1hw8x1XFefkoiZ5Dx3oKlpcSrWa4OV9UgmTHdm14VHBMalk3ZtCrV6bCUq+0uiF8Y4ykNZuXsjHoGv8X72UW/TJfdzpmWl8VzOp39ELSEhnhuY1K4RrbsMYcb2a7yKyX/iEGK3063EAI6kpfPyxJo8Lk44Me7X4hSqPpzDeiwUUSj2LtNrd2T9uxvYWtRjxNr9HDhwgD3zO1Hml9GcCs/h07FhVKhZj7o1h3FUKmeAQFpCopYbqAhfT7uyIzkvA9mrHSxZ/4j4J/lzlFWdqiByazeKmRShVo9hWE/chI+o2uKfAspCIiG+j3j48C7r+pjTasE94pSfs0DS090smOmCR7A4gAXiDg6kYitno+BMbMt3A2Xt6JaREB1JRESEzoXsoE+xX1n68IMuLCKCyOgEreiBNrnWoyB8+3imXTS8dyHHf7UlpZst46VkytImywsoD13J7o0eBL725pmeCg05fs4tqTT+slo2UsVRLt5tIqNrVmHilXT1BUAzOv8+7ucBZeS8c22LaTVbburNFwo++25mROvfmLzrOUmCTkZZQEa412psGpph3mICO58b0ZKjeIdLa3NGX5R8qEY4ytkPZvJL3fn4SGkoyEj5LIr5RXF+sgUNZ90gVikOEs09FxtGbfAlOScAF8tGLHysSpjzwo0hfWew53my/nql7RCNR8bZkeVoudJPb17RvJX+Gmdw/cC6TQbBZxbR06IYJkVMMS1UGLNGNqy5a6jR6G9Yt0XGynf2Z15AeejK3Wz0COS19zN9bTByP5xbVmJ8vpO0lNLf5s95Zk/joiaYmOhckbrzeKg3fkEeuIo2pQdwIPQBbtZNqFCskDJN8TpDcdcu8Dk8s29MUUleJiZFqDvvoXY+VtYu5zkrLM0pVdyUIoVU+UjLL259Il9GzLe1UBpb5CirgbIYLCRzc0YDKk+8yJNlzak9aBbTJi3myCv1ibdC5Cj/q0A5h6d2Tag1/Y6agDrRC3lqMG9CXrNm6FQuG2EQq45wuuB47Ta3b1zl3IE1TGlXk4ajDmJ4WVtJovyAsvCZC5MsKFrZCpcbEaQrckjyP8mMVmUo2cqRZ1pOG6TeW0DTEqVpPGYr98JTkQtZfPY7h+NkOy5r1UYYAuUM3mwfQI0K7Vl2X3qLOJuY+9tZMGkK9nu9idbMf+nHsK40kP2SW5apb/fze/OyVLQ5YaCaKw2Pcb9QqUIZLB228Ue9hsy8KRJMIHpnb+pNvEhiRoZu0co4wbCyg3RHjOrxk/NgBjUbLeG5sg7ZPDvhjtfbcL3FT1wgPzzdx9IVlyWXRKQDUPRn83pVOyq1c+V1ikbrRTZhOwfSfsY1g7obptV/zvaaTIUaM3ggnfCR89qhEWYjPCQXA+QEeaxhpfqCmXjJbNmw+phUs2LuCt3lsxUL+lDDpA5Dl6rCls39ndGjx7P8Uox+weJT2hNWdTTH0i1UyaFI2NcL09ZuhOqxV2Sk51KbICfxmi11zJsyYMpC/jpygv2bNrJxozG3jrndK1K84R+cj1ZnLCQQEaE+Xk85yICSzZh7T3VZCXKQyRRfIXrRhDojt3LpyhWuXLnC5aMzaFHGhtNqMaa7i7rQZe4lotScK3HSblxjKtc1409CDUVqGHf2LGbMgKH8sfIY929toFeFYjSYsAvvCB3HSkgLISBCPwNF+AY6mA1XXQ5SKCRcKiOXgXKdKQPpx7GuMZ7LqbewrdmOtWrii9obqnbZrJKhTbvE+AomWPx5Qy0Ckk74B5FeCiKvbcJx2TKWLVuGg21XKhZrzhh7B+b9PpwhQ39n466Z+cooK8kgXn7sU5vGjarQyvkJ3oubUdFqB2HpZ7Axt2KX5ptXhLDu7+Aoa/sii0vjKtNnj/4mWxF/h5UDOzBwyRr++NWCcR6G4FObgRIoV7QYjMve/ezfr3LuU5tT+JfhuO3TDysqFb3QZaGcVz6HviU8WT14ZKexLmHJuvd6H4ZeCmMPQtJVbLtPw1NyaiN8PIFN5RqMPacZ7wYplTLKdRi59ZJyXF+5cpmjM1pQxua0ckEVku+yqEsX5l6KUgM2UV6/MTWmXtcDysU6unF4ei2qTrpKWsRmupbtycbDf1LN9CdxlOVhbLcyo1gX3R2V7Jj7bF8wiSn2e/HWTfQcs67EwP1xOiCa+pb9vzenbEUbTkg1gYikEIFyq+K0mOjKmjVrVM7ZhvomtbF2VD+vWcNq2/aY11+k07ojppUHc3XbJtbb9aV6md+wdXNgxuRpLFr5l3Ju2rT9Iv7pqRwfWpmRSvkkOS8cmlK2zx7lpUmDnjB4/EagbPqT1m0EPl+YhEXRyli53CAiXUFOkj8nZ7SiTMlWOEoW7p+7bsOP9qc45zapM5Ktl1Rz9JXLR5nRogw2qkma5LuL6NJlLpd0kzRLGtdgqrFJ2qA3vusxJ5VPcbHExoouGu+lLSmeF1A2Nad6vbZM3nmXkCQZKe9OMam+KeUGH9Ze/MxJ/UScMq9YYqO9WdqyeG6gTA6pn+KIjQ3n6KjyFOuwihcxmjrEEpckAV7f1ai8EhkAZWU0OYlvzrC0R2VKt5mHR0ia7pv814Gy/BVOLetge+wK21eKl1IcsGlsikXv2SwYYUkdy5msn9ORPjtyX8BTAuVCJSlfowY1qlfBvJQpJX7pyYzNt4gy2AUp6ZAPUFaEraeDqRl9dmnUdKkInP1yOc2LmjP6rBqpKyLY1r0EJdu54WesDG2/SICyPI2Xm/pQrWInnB9KZXLT8L+4m0PXQ9C7fyTOaW/3snDRJrykSi7FvDMjePE6Ru94UUg4yZiuC1k1QVQPF8CTlR3pvuotcvkbVvboz44wBYr3h1jiclsp/ynEu9Or0lguGIxBJVBuuRKVRrZ0DvUtRP0xG3B3d9dz2xd2pUzZnmwNME6AnID1dKvTH/fgHJBqvcgJZH3X2litfYYRpriWclKPcaCcg8/cWlSY5CUBytJUol8gZlsXTK32IFVSke9lvqxPhPn74ecndW95+1Z8fsXh0ZUxG7iTl5L3PruGUb2KFW6PExGEFLzXj6Vbo4qYVypPyTpzeKDEjXJk6Tp9jSl+rvxmbsOJBF1YWrrMOCdGBMpm/dgvalfKCeaw4zrui0e8XyF6UX/yER75+uLr68tjzyVYikBZ0+eyJ9g3L4ulq0qNVvYtWywaLNByoITkADwPbmfTmlWsXL2d0/dDSFHIifFaQvsqVWnc1YZpEhVj9na29KtTDJPav3NJsrlTBLnS9kucak3XCZ/xcnXgqFIIWxWY89yOVlbbiZLdwtbCAiu19guHMS0w67yZyJw4Ls3ow5gVS+hVxYJBW1+QHH8U150huY5fs+/YUqORvU4mUCTpF2SUxVooPmylX6817J2mUg+X/dGTFbY7ePn5EAPKDuaYZq/wLwFlJaWyQ9lqZYZJmV7syEeNpshRrtRkPjdCwggLUzm/DT0wbbaI29KwjQOpN/GM8U2tEM/O7oWoOuQAQeIUkAsop+LtNot1D6UMAU0nS38VRB2wps2k88SKGFtIxMu2PhX778mlbUObSslRrs/kI4+U49rX9zGeS3v8hW4AACAASURBVCyVQFk3tO1pXtYSV6VarWxu2VrQYIGPes5UcZRN26zizYP51K8xhcObrKjQ/wCRF8dR7nuBcuFGjFkjyhhvYq3zfEa3q4pp6XasfKI6qkrzv8juQ9cJyT3Rs3fhIjZ5SfTFKxubScSL18ToMQjUQLl1WUacTkEmk6lc/C6sTEWtLpnasLRb0/ilgQFQVuYr49GCxjRZ6IMs7QiDqvRj1/tshIxEEpUEzOHF0l+xdAlAnuXLokbVmWiMS6XtEI3nG4HyT1q3UYSxvoMpZn12SewHiLyalyxvXhTz0WdVmpl+6roNP6M/lRzl+pM58kg1R/s+9mSJpQiUtSOZJ/bNKWvpqlLjmS3OgQ1YoHdMoKH/z/6V8261ZT5AuQqjzkg3s+rvymKa8RNXtbx/Lo6yttpZXJ1cieL/hugFAin+Z3Ee0Z1+i89zaUlzGk3biduAZrT/8yBvxfn93wbKIrv/17ZSfa46jrKGP6EI+YtOdcbhIZUBMyp6kU38s/1MalSa2lOv5laxkw9Qlp0fjZlpB9YbckWyvZlb25TG9s9VXSo7z+gyprT/KyzXQqztc6VHDZQ7uXBujRWVCptQutPaL4BrXQ6J+/pSqsN6DKsj6gk9PmMcLvc1XCUFoZtsmHQqCk89PcoCn8/PYPz2YDUAS+PqlFbYHI0mO2g1v9WbjagwQfqXGygXocduKcxUxRbjWTRYzDPDSVxc65LvY9ehNbaX41W7MSlQFuev4D0MrlGBdktu5CtfrKmXcaCcza2pVaizwFdvw6BJo/rN5sHsWlhMv6t31JMvUM54x/Wjhzh0yIjbt5BOJUrSedE+I+8Pc9YnmhyR0715OktOvuajr4Ee5Rxf7FvWZfCW16S+X0+H8qPxEOdDIYUXt6XGOwSSHu/X6Sm1t6aBaX2G2q1gxRJbRlkPY9LGx6TnfI/ohQQoixsJdyvMOm1UamURx7+5patWPRfZ6aRLx0fWB64ut6Ju80kcfGt4vJPJqzWdMCvThXVvNJO8uhcezKJ2o9/ZsM1Z7zLfovEDsZ62VC/M0d4Wmz696ffnAYKVzEo5ga69GHH0I0LOMzbbruKOkvsokPPem8v373FqjTPb78ejECe7JxvoZ2FGjV8s6L1DwqFTVkXgo3sPijZbzGOJ3OyXgXIOr1xsmH8ngbsGepQVkVvoVm0iVzRM9H8NKAsk3JiNpaUtaxZ0pNIvw9jtb1wkRkiOIPSjpsKqPjKmHo6MOOKk6iNVUVX/s24wpYoFMx+oB4gIlE0r0812CXZ2dtgtmckkm+HYTNnOc+PV0OUmf8/+ofVou+gmb0+M4pfaYzilJz6ji6r05SV6IV7m00QVYnC3MqPTRlH9oYzzo82xdH2nngfVC3orFwJkT7FrXJka1Ssz/EQisgtjKPO9QNnEnMZdRRWkvRlgM5EZTnt5oOUaaypm5DdxH31LGVl3xEuIx2cwzuW+/uVWJUe5NN1XenLz5k2Vu7iItkVaMPeM+vnmTbw2DaGKEaCc6uOIZRkL+i5ey7pVo2hi3h5btzXMt6qG+W+OeKcIiBoKavbbzct9A6hq6cJrI/N87pZ8I1DWk1H+/nUbcT02M6XDelEftPQvG++5tTFtbI9SYc4/tG7zDf2Zl+iFDiiDEOOOlVknNorqDsU2mFviqtGhKG3uT/d/ASgXE+9BSAeGQOyOHhSrOEmpNStXdf5XgfLc85ya9ivlyrVkxplQssQ1XCmj/Iyc7FD2DapC+V47CVFe5vu3RC+Ez5wZ05KR+14QHBysdn5s6l2S1nZ3eBfsz+WFPeg29yAbrCtTe8J5pMosjMk6iZzEj7t6UaLy73jqrweigF6eWi9k50ZhZtqRDblkJB8yr44pjeyeqfpedo6RZqZ03GD4YRoODRVQLly8BCUr92TNlcOM+8WMVkt9dLeBFR+4unGlEcXtyxjXygzzph0YMsFe//3yxcyeZsv0ZScRGbZCwlVcVlwmXtDXoyyG21paMdvVhWWL5jB7gROr51lRrYUjz7wX0qi1s54uVbH2PwyUc0LZP6YX0z0iddxRCVAWEm7gaLsaz8tLsSxTktr9nbisr5vFkIgYB8opHOpniuVfEj3AhinloixfeUae19cvlS9QNsxD+ywQf3wYFcw7MmvXNfwTpBOENpKeRyejrA5OPszAslbsjBVQfFhPh1LNGbPChZULh9CkQjU6r/SVXEKTZCXlKEuCv4ajbFzrhSST7I+ER6uOl5QbMyt3fR3Gyqgywm9tYprNeJYevsbxRX3obOPEVe1JRyrPNvSmStm2LLkl5TCoykk/PhTzgYdJlhSbE3YQ62qFqWTlpgdaJVFU3uQbuCw5TUTSJz7JBDLuuDJu9h5eJkdw1XEKc3c95pOmK4Q0osI/k/XRh91zrBngcNNAE0cixwZXoNuyDYxua8Xy2yK4/jJHWYg9h8vGx6QZMTiSfW8m9TqsRasEIj+gnBKE15EjXA00FFLP1ep8AoyJXmQTcWEufQYu54Z4s1VI4sHydpSrMpA9oYY3wtIIeXCVy5cv67mz89tSpO5Edl3UhJ9j3dDqlGgwnsMS7r6mYtnes7AoYc0pDSc9F0dZE/PrfoWkO8xrakaxUs1Z4qPJNI+0XwOUxQ35x3CildzbRPb1LaW8ra662SEBynI5rxybUbj8GDxSIetHgLLhZT696iv4cHUjKw3VdK5YwbJxrTAzb0qHIROw13u/nMWzp2E7fRknxYle86cIZmNfS6bu8soXKF/ft5gxC87l5sxnR3D/xnPik5JI9F9DJ4vfufgxiaSkJJJT1dqRkk5jU60O9eu11RNd0FTB+O+PAGUxx+9bt5GdY5RyPdbX4iOK/z2cVwfTRnYqhs7PXLf5Of35NUBZbMfH8GjVibMShFvl1pdtvEN+MPQ7gPLOnj8BKG/RPxn4wVbknVwjeuFD7J19HH+juaQkAcriqEy6xRKrPzgZ/+Hfk1GW+S6l94TTxET74nHqJCdPiu4IcyyL0WD8Vk4on09y6tx9Ql5tpKtZWTqueKjVs2ccKGfzcnkLillM45aUIyZSLOs6U6uY8tva3MeyipB1tDMtQ7+90Tq5FHEhfe1EC1NzRp5WL3CKUNZ3KEapzut13DejvaECykUq9GDdcxGsCSTdmkWjUvWxvabhBhtNiJB0nrHVavKnZxDHFtlzRSMDmSu6eJnnPi+VWFAfKIvyaO62k3Dcdoo7fnEq89gpx7Gp+wdnDw2nfL99Ov3U6nxzA2UTLAYs0Rn8UKsRWj65LWb1DDjKGf4cmjeVVbdiiLq9AxeNrPDyETQt/gt9563AacGfjB09lln73hD7aA39LIpTtfcmXuXDdZIC5YzAi2xavogFs6xpZFqVafmoiZM9mk+DOjMQbbdI/74HKMvebqW3RQvsfdJICzyP04iOWPafx16fPEwKi+PGwDJf2oWxVK4+hWuZ4lG+hKMsrZwxvzGgLGQhywzl4Nz5nBE5DUb1KBu7zCflKEsLk/NyeXMqTdBceFK9k4XeZP/WTey54i/RfpHCrel1KdVnL1FRd1hr04iqjUez44Uhl1nMI4fn9s3puE53+iJ8usbMJuY0nXKKUPVGVhFznVUzl7Dv6Wc9rpDi4wfCMwQ+H7HH7VUOKQf6UrLnLpU4QHYwO3pbYOmiNpCTk8CbA7b0HrGWB5/0eUtiTYS4AwysNYwTnxSkPVxE05LNWPIo/YuiFzlRYUQo5xGJwREleURudztaSLVg6AHldCLCVRsH+avF1DKpw+DpM7GuX5iaC16qCPzN/7O4OK4SndTcs5y4B+xaOhu77XeJlmApFNGcHGlBhWHH9bmRZBPr54O3t7eeu+nYgaINbTl5Xz/c++FTQnJZepJxd3odWto6smqf2qLlDwFlBfE37Onc2JJOjcpi3nIyO3z1x4Eemb4SKGvTyMUj+EpM0F6AkgJlUQY+nvfRycqN/d8HlLW10fcISZwfW42af3oSdGwR9lfUp3D6sSRPAplJscTExOi7oI10M+2A29toXXjkI9YN7c6002F6J2rKzIQc0j5FEnhzMa0rdGPe+tU4LV/JX+6neCxuthSRbOlqSlmb0+oNroKPMXE65oekRjrvjwLl71u3Eb+5dqaU6bdXXz9vzmucWphiPvI0ypX7H1i3xU3qt/Tn1wFlHYXlohhopQn5X7jWRf9B3z8NlHN4NL8exVutxM9wf/+DLTGeXAOUH6tOpYVk/C5ux3WFI1PbV6C5k8QCq5jBvyV6ISTdZeWUldwRb4/r/eUWvVC9VhB1ehy1ipbiNxeVGIQSKBfrxYZXKitmzx96ctBpCA1KlqX9que5b0sqPrC5WwnMOrvyMlVAnhJOwAf1bV7hI+fHW1C0am9W34kiUyEn5d0ZZrcpQ4kWy3iiO9cj4epU6pqa0XzSbh5Fp6MQL/MFerF+nDUOdzUcI4mMsnbdzuCJYxtKV7fheF7Hixmv2dyvLq3neim5e/Kww0zsYY2zZ3g+8rgihQyAsh5NNQ8Csow03qxoTcP5j/TFFuRx3HHoT4v2Y9j6UmxDBkeH12LyhdwAKOepGzbTTul2ftnBXN52EO9cZn9F+UXNZT4tETSVISc2iNAvCCtLgbIyYY4/G4e2Y/DSq3qGFLSZip7Ml6xs34jJl3NzOL8NKCtIeLKBgc06Mv+yhEuOjNDz8+lgXoxfhqzloRFgpgeUhc+csGmIzfqtuLi/JeMbgHJOzHasSrZkysa1OMybwyLH1WzecwZfqfCiUaDchOo9ZuPq5oab6ByGUtcsL6CcztmR5bWqBfVoaeRB+PyAdb9b0ahGE0auvU204YZUk0YRwtruPdkYpup7WcgJpnTsxNT9r3LJqMvDTzOxcR36uPnoGy5J9cGu3SB2xyv0gbIoxx+wFZtxe5W6RnMe78TdN5XXq9tT/tfFeOsdJKRxZ3ozOq8PUi/2Gdyf+QvFBx3js6j1ouJANly7wY0borvOiWmNKaI2OKJpisjZ0TNhnf0Sx/ZWbJHe7JQC5ewHbN32RLx6ydFm5kwMUo9/RTBTq7bUZfvVvgwCDk6m5+i/OOA0gT8cNrPjxH0itfOSfkZCykvOnX6SW/xMP5ryyajohZF4YpDi/Tasmv2JV1Imz1ePYepBf9Izv+8yH/JY7q4ZQddBjnhF5yCkB3DEthXlilai/cwDPNcqM5dURgTKTarTY7araly7ueEwtC5mUtELSXTSzzKyvCVuWrODBkBZEtc4UC5G9TEHePHmDW8k7m1gjPZkUKlHOV+OsqQQrTeD15v7Ubf1XJVecnkYhyf2wNrZk3DDk1BtGgUfbuxm65YtbJG6NWNoWKgeI1wNwrdsYdshb5X8t5hHxi3mNy9PicImFKvQgN+6/kol81643gnks/YbTuOJa3+6jRlLh6ptcPBJFT80tm/2/ML6841A+Wet2yIn+vx4LIpWpffqO0RlKpCnvOPM7DaUKdGCZdqFW/h7122+vT9FoNykeg9mu6rnaDcHhtY1k8goazte6Uk/O5LylvoWNPVj/MynfxooCyScHkmlYk2wvRyp3NzJU6PwD4rLvdH7Kc00AMrqPNMermXiRGeuGJok/XeAciq+Rw/jq1WlBrLkzySlZ6MQUjg0oJRavsyQIjICLl5CIwapBMoa9SOFilDcvBr12g5m/p7HfMyNy5SZpfm40qNqUUyKFsO0cFEqjzqp47pkBHF6QTeqm6rVwxUqTQPr1dzJpR4um8gbbtg0M6eoSWFMi5lSpEQ12k1x58lnTcHGgLJ4JujPhm7mlLfaQqB2chJZXikEnF3BmF79mbrZW6/+OR9OM611dSwshzNv42ke+EeTmmvXlQ9QFlIJfXwfnxf+BL3yYEbz8lgfE2+Hqf5kIeeY196C1vYPSckMZP+kLnS1WcBf+45z7soN7vm8wD8kgqioSCI+vCck+B2B/n68ef2KoI/SRmhylPzmA5QlsfL05gLKecZUv0h7jfu4nozb987oxP61QDkn/jG7Zgykz7hVeIYbb6M88gLTm5piUs+Wq2ojHEJqNMHvo4jynE79xouVt84zHiyg05A9vJdn4uvSi459O1GzzGD2hX8iMSmJpMREEhISSEjNVqqquug0GWsrSxrVKEeZqs3pNWEJm055E2ZgQICcRKI+RPExMZB1Hc0YpjVhLd70b0rzJY9JV1/4yYzYQnfzkTpjG4pIHp49x+Xrd7l70YVelaoz9XoeqEskrZBBhPcRVv7Rn85dBjDF+SCPYozTRdNF8jcrGTLdk2Qhk9d7xtKsSn0GzFrOsiXzmDF1ImNG2DBqwhRmzFvCcpc1rF87gw7lzOm7Ry3WlOqLa2dzKtucVN6kTj00gOIt5nP1+Wtev1a5Vy9f8PzpAw5MbM//a+88gKK62j6OBTVWLLFhxBbsvcbYSDQag0Q09i427BIbCIi9i13svRcUG4PYY3cEkTrSR+qAMsIOy+ze+X1zt95dFsTyvm++ZHfmzN5y7rnn/k/7n+c8z3P+OJKEILvLrIblGXhUy5QFUvym03fsCYOJlZDyF+dvxSITjfmqDWBzgFaaeovT05p+hCjnEbZtEL+tem5Yx5QRrOpchT6rb3H/3Gx6jz5DJjnsaVyNSTqVrjim126mhaho//I3nJrShsoNJnJJtNMQ0gn06keL5naMmuvF5v2nuOh3Df+bt7h9K5CbAf5cv3aVK5cv4XvxKs+NPScYvbUgoqyI2IPztL280q5KKuM5MrovC25pFGmUiVxdZEeLds2oYVGf0T5XCLz/mJehUURHvyEqMoLwsFBev44gSbqyo8wk+MwqZowcw4IjQRiqQucQfmI2Pa1LY2FZndb201l76glJWvKokig3x+X+B43hWg4xG3tgNfiUTkdZGXuHk6cucCUggHOeP1Gt1gT0VftTibKlgbssreuqEtaTdUZLn0aUBd69OsmSoT/Rd8IGbksHqrw3HJ/UhlrW7Rk4cx3HbwUTn7+jNyo9wIR7OFUkIY0baz04HqkFL5fnvse5Ha52mSjEb6RHXSf9yqsimVurxjF+/UPeCUqiDwzE2qoNE93GYD/fhD2I6Lbw4UOeBofxJi6UTT+Xo41oBJg/hwZXvvq4TTahx2fTvZalxj1cMco1cmCZv7F7uP/AuC3aRnxmeaokys1duP9BY5SZE8PGHlYajyMiZEpi75zk1IUrBAScw/OnatSacEVXzw1A/eon/22iLC5ARnBkQmusShTHslx5SpcoiVWX5Tz7WIX6nG+Xh7ChZ0UqdZ7AEg8PPD4W3GfR27rk/9aPskotIfQ6hzfMws66JBZlmjA3UNqzfg4SBT8j5GYQ8+olr2MzTM5WhNx03oSEkpD1sRISyE2PJiQkxsSGIwW/X3/nA9F3jrFlpSduCxaydJc/0QV9tjKNJ/v/ZGB7a8oVt6B8+/lq7we6xESibE3HFfnVSsQG9z76HieWD6Bu8WJU7uTOXS2PQCDlwljaD9gj2QUol7ibO1g04Xd6tLalfp1aVK9ihZWVYajafg7XpR29Li+SAxVR7sYG4xmaJEphhyqibD2V29Kl5QIeeP/iGMvc1uMbWRCIoCLKpfqwN7+gHHITeHB0I0vd5vOn+3auvyk4HW0WhHR/ZjUpTac1Gn3prCj8fabSvpwFVg4HiY8+j+fi/WrLWfEhIYOHu2fj0LERtatWpGyZ0pQuXZrSZRsw6tRb1crAA09Hhizawpm/YvlgvOCifbH4r0jn1eXtTOlQEYvSrXDXOZ5VELLdiblnE/VqRLnxhEYZ7uiWm/QcX68+VLMoiXX/bQRLea88ldA75/DZsAyPxX8y23kqc5bu4XpYpoF6hDQ7BsdCAqcWu+OnMsBVELRyIL3HzGLxii3sP3WFey+iSM3WTiq1TyqJ3GqHVefVqrqoDD+Bp+dhtLu1KyNPsmCkAz/92IXOnTvTuUsXuna34+d+v/H7oBHM2BeEXNwe+eZxbqpWbAQy7m1k1pKzRrubad8HitBdTJ51wkCXM/PBCY48NlaPUkuU23m+JPGqO06eN0x4hMjm/voh9GzfhvZdevHrxD2EKEB+ZzxVSnVm+pp1zO5aGqvRt/QZKMqRMoYDf/RmvpH+bnbENXZ5TmNIn250ateSJt83pGGDBjTQhUZ0muGLOHdXRvux0dP0gLBkxkjsh0xmgdFg4TLRkf797ZnkE0KekMrNVc4svWqsHpBHwoMjrJrpSLfm9alTowoVy1hSooS445wYSlCp1xqCRbIti+Puse2sX72RQ7djyC6sbsuTeHTYneEdalK6XDNGbnukVrlThLDdaS5nJcYqufGhRBmw7VySnvvi1acaFiWt6b8t2GQ/XxTov1acD9F3OLZlJZ5uC1i4dBf+BXf0pD3Zz58D22NdrjgW5dszPzBVFOWr7FlEt5f5gqsTDt0HMHGR0b2FE7H/sSs9Ru7AlIMiKVHODruEt9cajj5Nl7TvPGLOzeHHmpaU67k5v2E5CjKjHnBu5zzsqhfDomwz5t38iI75FwD6sXEbIZf0NyGEJmR9hKx/6bgNX1yeYvcdsh2nuWcldle5xIdGGU4cc5N47utFn2oWlLTuzzaDTvoLwPwbP5r3PoHQl0FEJLwzXPX+qnnOI/GmN+vPRZGt9R5T2H92GCs7luE33d7uXzUz+RIzueGIPpZAZlQQEfm259LH+EcdCem8CUtS6w9/woflJgUTHKeVEmgfFEgO+ovwwlQZhBRCn0aSkY905iKTFTZqad/xGf/KJF6/SMivBlPEpIS0UJ5GFIWcCbxPTft4w5InEhaeajqe7C3RiR8nx8ZZF7JTSNFK3VQ3ZSS8DlftMpebmpJPzcD4+S89z417ybO4zxyg5G8JD81fB4XMSF68iuN9vrpSxNwqEonNtxJTlGdlZGYWItkuShK6OEWsE7r4hR0IZEQEEZOVR3KCdrvTwuIb3lPE32TH0qVsDdD69zW8/9GzPLnpOvvRB79SBEUKiQYbeXx6usqUaGKM3aN9NBk5aakmNt746HMgfxtOaFKOfrJYhGf+M1EE0t+EkZTziX1sbhLBwXGGqxZfM4O5sbwISkaOwPuU1ILfk5NAcGhKIfVPIFVsG8YrXl8zr3+rtP7b5SnnbXhovvrz4aA9pbUr6vn+S2DjHKhCrajx/lYQG2dG3IBN3GI+33eqr5WwUXvx+s99aw5vnj4nUSpMMs7jVzz/CFH+im8yJ2VGwIyAGQEzAmYEzAiYEfgHIqCIDuTooUMcMhkOc/ZRsuqrixrvbw2RIprAowV96yEOn32ktukqIiZ/628FzET5715C5vyZETAjYEbAjIAZATMCZgTMCPxPEDAT5f8J7OaXmhEwI2BGwIyAGQEzAmYEzAj83REwE+W/ewmZ82dGwIyAGQEzAmYEzAiYETAj8D9BwEyU/yewm19qRsCMgBkBMwJmBMwImBEwI/B3R8BMlP/uJWTOnxkBMwJmBMwImBEwI2BGwIzA/wQBM1H+n8BufqkZATMCZgTMCJgRMCNgRsCMwN8dATNR/ruXkDl/ZgTMCJgRMCNgRsCMgBkBMwL/EwTMRPl/Arv5pWYEzAiYETAjYEbAjIAZATMCf3cEzET5715C5vyZETAjYEbAjIAZATMCZgTMCPxPEJAQZQXyPPWWnsrofTjZO3MwNIfM6AiSNLszK+NP4DJqButuJEj2ny8o3wrSXpxm5bTpbPor82+wbWlB+fx/cF0h40NWFlkfDe+JvbaSBbteIt3BWSHPU+OvjGafkz3OB0PJyYwmQl+wnHAZxYx1N0hQ/hfxEBK56D4Z99OhRd9SWxnJvmkjmbPJn7i8ZB7ffEH6Z+VZIP2SB06Ld3MnQbMvdOZZZg9Zx5MCd2yWk5OjyA9Qbiop701shyukc//ABrafe2G4bbY8l1wT0fMnnEdCeLRBWeaPU8gVIZ2XD8MLfl5I4uS8sSw58pyMAvOj4Pn6wfw28zgRRdw+O9t3Lr0GeXD9bYGJqjKteL2DsQ5T2RcsAVwZycEZY1h0OhI5CsL2TmPM4tNEFvHdCG/xP3KJN8ZbmyrjOD5nOHMOviq4rini8V0wnPGrLhMpbUAFQPzV25UijRenVzJt+ib+yiwcuwKypL4stitPZ7wuRCJBttBH9DcF3r8M5OHnbI+dF86ZjT7cTjAGH/Keb2b0kJlsDkgswtgh5kYg6eQcBjl5cvp1UbaxF0i8uoVNF8MxuXm8Ipgtoxxw3hdccPkD2f7uDJ64Fv9EQ/yF5FPMGDiNPc+y9FD9x47yCD+zEZ/bCeRDMu85m0cPYebmABKL2O8JSSeZM8gJz9OvC/127ecIiVfZsuki4aaBJHjLKByc9xFcWLFk++M+eCJr/RMNx34hmVMzBjJtzzM+Gcm8BywfYM+MY+GFbN+t/gplTnb+LcCzk0lS9dNK5HKjflyWRuonb+euQ4z3byJJLkJ5fGpZiG8QEo4ya+hM1l6OktSHPJ6uGcRAlxOEFtrI5dxY1Js/PG9gVKXVmVdkEvngPLuXzWbEL3YM2/zMdPvRfuq/9F9ClN9zd+VE5h4NJSvEi/YNp3MrJ4yVnWrQzS1QtR1hrt94alQeymmTDUiNoOztM3x3LmFM9/pUr9Oa3iPmsGzPLRKM6uW/FO/P+mxF2HnWLvPCy6uwsASn7jUoZlGJ5g6eXJGQlPd3VzJx7lFCs0Lwat+Q6bdyCFvZiRrd3AhMFiDXj/E1KjO0sIL9rJwbPiQoFIadJqCM2siPpaoz8VqhrV2XkBDvTa8ytRjrK3azSuL2OdLGfitBsjxkH6STiTQe7/Rg26MCJmnKGLx7laP2iBO81Y5GQhw7/lxLSEF1VfGcJZ2+p980N5YsWaILc/rXp1xTZ66mCSCL5qH/PV69lYEyklWdKuFw5L0u/+KBPHAGLZoNYIarG25umuAyhdFjp/Gn9lz8XziElt+Up92Cm+h5k5KYm/vZvWsXuz4StszrRdXigbaakgAAIABJREFUVnRc6E+q4bivyo8iyJPW3zSip+NIFp0KKWDgyuPuzEY0X/QMFSyKBJ5euczly2I4gdeooXjdyUCplJMrkyGTyUje+ROlem4hXjzPfsO5NRu5mZR/FMl7PJ+mDaZzS4u/mCvFUxa1bMmip+Lb8njo0oRm8x/x/ul6piy+rCMH7//ywd11EdOG9GbABBdcXRcxY0RffnV0wK5DZwZtekHKIUdq/bCQ2+kCKF+ztE1NxvppZv0GJSIypCB2DKzHt61GsvZSMMlitKxgrvs9J1maP8lzX6ddyXj7zJedS8bQvX516rTuzYg5y9hzK0GNt+R9BR0KSmX+dhW5ga6la+F0o2jtCqVST2DfBTCnmx2L/FMk6SqJu3mIozeCSCokyewnS+lcoy3zA9/psyskcdChJrbjzhCfvxro40mPhAS2965Mi3m3MGw90khGx3mR7LG3wXbUUd4Yt+G8e8ysb8P0O4XMuIQk9vWtgM2UKySmp5OensLjtX/guPwmN+Y3pmzn5TxJFa+nk/rKhyE//MHOoCLMqIyyWaTT7Ccs7VyDtvMD0SMpkHTQgZq24zhTdCBJ2N6byi3mcavoQBK5xx4b21EczQ8k92bWx2b6nULIqkDSvr5UsJnClUQ1XimP1/KH43Ju3phP47KdWf4kVYVjeuorfIb8wB87g/JN6BUhZ1i/6SB3tTOC3MuMqmLLgmfGhWuMqEDqrl+x7jqWhbp+2o3pP1ur+mm/lLfssLel7xRXSR/egAqNnTinGjeVJD66yJnTpzldlHDEnZ8rW1Cj73oeF4qx8BllIZC0szdlKv7GPmkfqoxlfdfy9N4tbaPGOIjnMo79Xh67HakIeW+4uX8r65YtYf7MyYwd8jONK1rRpN9YZixawZb9p/ELfIGJea6phP9V1yREGYT0IzjW7suO254qouz/YClD51whKjUTsRuNWt2ZCj/vQMLBdGDlRt5gz0YvPJaux+fQfLpX7MnmeP3orIw4wbLVR7kWGEigJlxaPwZ75xNEmBy7cog8v4Qh3VvTsG5D2vT8nYnrbiKOef/kn/ymB337uuNfyGBk/P2KpNtsmPgrAyZvwM+UKExI54hjbfruuI2nSJT9H7B06ByuRKWSqRTJ6mo6V/iZHaYK1vhln32ex12v2Wzyv83t25IQeJHljt1x2uFveN3Pm9F9nDgZI+0UBVL2/kqFetO5pa0zild4tbOiz9a7+G7dwPr16zVhNePafEMdx4NESZPQ5D/n/jwaV+rBxkjpyK3kzabhTPHVD00Gn6t4jlvrxsy5Lx1sBVJ2/ITVoJMq6Z2QsJkelX7CO1quIcpW/HHasDDlgc7Ub/InjyTJyP0nU8foGrlXGF+zKQseSyICuRkJxMXGEisNkQf4o1p9nM5HGV6PjSMh3fD9qm8SkjjsWJvmf94nO+cl3v3qYfvHdp6L8w8hhfMLhjNrn7gyYUSUhUwiHz3g/v373Dk0jvqlW+J0NIjU4DOsW7mCFStW4DGoEcXqD2TJihWsWDaZLlZW9Fj3Mp90U0qUc4NPsnrFcpZ7TadXzZr0mu7F8uVeTO3+LdV7TsPTw5XFrmu4aDBw53Jx5Lf8uCEOgTxuO9enlXuQjmC+3/sLZfodUEtICiTKOUScc+P3rj8zZdcj0qTVgTxizs+ia5MfmbI/KL+k5YvaVS6RN/aw0cuDpet9ODS/OxV7bkbfZSqJOLGM1Uev6frLwMBLrB9jj/OJCIm0TE6g5xy2376vKhOxXFThnh+rBvfAafdtw+s3tjLefjoXjJaOsi7s4XiSvnP9cHsmtlbdWf9a03iEBLx7leZbh6280s/aDJqH+iSHgKk2VBx8Uie9lN1fSN8Rh3ijqcZCxi02LT9FlHYCokwmOsZQ+qIIXckvv6znlTaOwZuyCbn7yKQET0g5w7Dq39DH562E5Itzro8T5Q+BzjRrPhyvjR44NLLB3nUj3t7ebFw4ENvv+zF/+VhaWtkyxHOT6rq39xb2+sfo6ptBFr/CSU7AVGwqDuakVnIru8/CviM4pAeSW5uWc0oPJMnRMYb1VBHKyl9+Yb1pIMkOucsjU6JQIYUzw6rzTR8fo/E+7+NE+UMgzs2aM9xrIx4OjbCxd2WjtzfeGxcy0PZ7+s1fztiWVtgO8WSTeN3bmy17/THo6kWKd9KRb5q780rbf5skyrnEvYmXSFpF4AVSd/5MuQFHJH2OkshVnak+6iK5QjLb7KwYfErbL2ri2x/SkfXshNc8f/aMZ0bh8cER1KrUny0P8997HhSLfmFR+XXKQkjlQP8K1BznS8aHTDIyMtQhYT8OVq1Y9CBNfZ72gq2DejHxmLRvELHQE2V5rgxFXiyX95whVJzfyQOZVq8tniEKlG92MMxuDBvupBq2m69Qj/8JSWiIskDqw+Ps2LYB91kuLHUbgE21XkxbMJ8lK51oX7U+Q/Y/Zf/vlem87CVpmsJKuuPOz92dORNtOJAjO8EgK0OinPdkES2sB7Dm0hWuXBGDH0emtaJMy2lcM+q0RWCz78yhcanq9Jjnw6Wb/lzYv5FVJ4ILmcX+E4oDZEcdKFXKnkO6cUNJ4r1j7D8eSJS2Xas+VSDp1l7WL1+Kx4ZjPE7WlsF7np7azt4LL9SxUh9yfMc2NrjPwmWpGwNsqtFr2gLmL1mJU/uq1B+yn6f7f6dy52W8TNM0wqQ7uP/cHecz0V8P79xHzGvaFuej5zl//uPhoHNLLEq3ZuqZKH0ehER29rGi/bIQFKK0cVF7bAduIeDaXo4/1QGmqQgyTg+pgt1WowFTvKsIZU3XmnRbHWTUwYKQcY4J3Sfha1IEWzSi3LPqMM6KRF4lUf5ColyrBa7PtSOF5tNM/eVeYlwNW+Y+0NYDU5H0197fmEKLDm480ArEsp/g1bk81Qfs401eNOu61mHiNZGlGBFlXRIfuDrBmu+cbugGF+2t93v7UMpuB6nihbw7zKjfkoVn97Bk018qFRRlXq5K8px1bx5N6k3m+Mnp/DbxCGGZ2eTmBbNh2EQOx4iMVcGLDSOZdiyMuLhkE4TEFFF+SVrIS8R5ykeJsvw5m/t/R6lytvQbP5XJTuMZM2IogxwdcHAcyhin6cxzXcrSBWPoUK0Kv+6J1Uldha/crmQnBmFlQJTzeLKoBdYD1nBJ1V9e4YrfEaa1KkPLadd0KlLKuGM4fteROceKJv3aO6Ulxcu1Z/rZNwZ4KuP2suF4un6QVMawsfs3NJ7/WN3+3h3FsVIVhp0xXDBXRvmyfqknnp764DFrFMOnuOmuzR0znEmu+vuLnezp1rUHw7cGqwm/7CSDK3+Pwzz9Ks3iqSMYNcNw5Ua3irNoOK3LVaCT5+N8dU9cZYo8+idL/YwkbR8hykLSeSb2GM7hyA/IFEoilren7tRA5PJgtk+ZwaFwsS3kEjC5Do0mXkKrraWt81/8r4zCd/1SHWYqPD1mMWr4FNy02M4dw/BJrvo4i52w79aVHsO3EqwSHMg4Obgy3zvM00lKlyyeyohRM3DTSVb1GC9ZsojhrctRoZMnj7X9gORDlJFH+XOpHyn6+ZOqPyhUoiwkcX5iD4YfjuSDTIEyYjnt604lUC4nePsUZhwKV/W5uQGTqdNoIpcKAVIkyuXarSRKO3mVEmVlJmHX97B8Tj9sLKwZfSFZX3cLIco1RvsWTJQNiLUECMlh3oPZ1Ks6mstaQY3knuHh1ykLIX4bdhVbseS5jKgrW1m/bh3r1q1jlVN7ytXqg8sa9bl4TQwbfALUqzZCMi9u+HH58nkWdClNq6mrGN20IQN3BRG5/Seq/7ydaJmWKOfwl0sHOi8IIE2Rf3XK8Lv+nWc6ibIiK1klpYp54cOgWsWwqNSWcRsv8TJalFzFkZJ2Gaf6bRizQi2xW+c6ABvLeji4bWDfnbeG6EmIspDxmGsPUsgViXJDZwJ1EgKBBO9eVHQ4opM86BPJxW98DUp1WkWEtpHob/6jj/IT5TzuzKjHdxOukBn/iBvPkjTkTsHzRc1pNPOe6lwecYIVGwN4K49mbWdL7LYlq3FSZJEcF0tszAt8BtVSqWa0HbeRSy+jVZLHuJQ0LjvVp82YFWpJ7DpXBthYUs/BjQ377hhJEz4Tenk4+wbXoUSDuTzMU5Lw7CYPghJMDHKa9IVk9g7+kbk30iSdHyhjNtGjXBOm3xQH9DwezLWlictDPZE2yF5BRDmPUO8+2PbfZVLSLA604et6UL/fZvKtqhZRovx3J8pCxhWm9BjKoWjDxqUIX8+P5b5n7v2IjxJl5ZtNdK/Sg81vsnh6aCnu7u66sHBAfSxsfuNP8ZrbODpUrEbnoWMZMWohZ2LlRFxYy1JPT+b2q0sJq05M8PDE02sDBxb3wbrrOBYsWsQiaZhjT6My9Rh9SqPvqIznurcnHh5uDG1Wirr95uHhsYTxHStRvdtAula14Ntfd/J018ckyjncX+vE5AWerPHezeHTh5nftSKVu7lzS1Sj0f0E0q57MWP7C70k9yu3Kz1RFsh4fI0HKbkqotzQOVA/mVNJdSvicEQtYhRSLjHp++JYdllHuGFR6nKuPxDISH7FHqdhbHlughUpnrPO7YhKxU79jJJEv3Vs0qhfZBwbRGUrR45m6FOUHknREq8L2VlkG19UPZDH+7QMcqT5FYmyVS+2mFSilL5FcywPYIpNGzyC1BNIIeUhp/b64OOzm3WTfmXgynv5Vx4LI8pCOoHbN3EtUYHy9VK6fNeTcXOmM32GCy4us5g5S/zXhDlO9KpdjKr9fQroP0zk91MuGWMmZJNlGkjy3qeRYQgkJwdb0WuLkV5wge+XEzDFhjYemlUYIYWHp/bi4+PD7nWT+HXgSu7lW8ItTKIskB64nU3XElGIKzhdvqPnuDlMnz5Dhd+smbP0OLrMwalXbYpV7Y+PqSU/jUTZkCj7MrySFR1GzWSOiwdbfYNITdmJnWVfDhhUabWEuLSto4HqhfNP1nz7XyXKX1AWqjJTEr6qI2WazeGuwSKnghduLak17rJEYm5UyEIm4Q8CuXnzKku6laHNnHMEXDrGvlOBPLu1i9mzthL4dD9DrZvgfPY8G7z2cy/oEQfHtKLt5FP5bTyMkv+3neqIsurDhWTOjmlCi769aFB/Env3jKRtm1HseZ1L7s2pNOi6hjeaDi7v/hwaWQ3mpKaCKt/4ss5TPVi6uQzAtkw9+s1xY2Z/W6rU+hG3HbM+gSh/4JB9GcoNVi9nF1Yo8swYQsPf8kHa8RbygCLrLeGvwknOMe6RCnko3y2B3PQ3hIQm8L5IAjwFWW/DeRWejKnXKrMSCI9IUt2THR9IGQOJskiU69Nw1n3yhHc8XNOflh0mcCAsm2eLmtN43kOyQnbhUPdbWo9azbWocNZ2LsWvh7TrdWLmBZLPjqFJi770alCfSXv3MLJtG0bteU1u7k2mNujKGn3BMqeRFYO1BZvv2z/9gvD2HDP7D2X9X6I0KocDvxSn0cy7Et07ozTzQrhzL8mAJIuSzaeLm1OieEPm3FdLOj+HKGfdXcRPfZfx4F0h5a+IYu/v1lTrspAriZICFolyy2p0GjOfhQsX6sLMvjZUkKheFIUo21TtzLj5+jTmD2tLhSqG1xb+OYRWFZp/mURZSOXOySvEaD9DEcOxSe1o2c+dw5evc/26Ovj5zGW0ywn8L53ncdqbjxDlHG5OqYfN5ACVakau3BBLUxJlt5fGUnE515xqUqKuVkdZHNx6Y+V4PH/nn3OYARX6sVc3WAgo5LnIskNY1rEuTlffI5NlcWNKPVosesIHmYzcPGWhEmVZyhvCQkMJlYRnB0dgbVGDgTsfGVxXx3nJGec22Dpu56Vu8eJL2pWSN77r8FRNMNxwGWBLmXr9mOM2k/62Vaj1oxs7ZrWgUKKcfo/tHhvwu3WZ3Tu2s317wWHbqtE0K1WB9osCCzDcVBC8chKrgo3LSew+ktjza0WsJ/gZLutrm63iGV59fmTYLG19dmFY22o0cNzFK5m4wuuJ/TBPromqXcpwVnasxI8rXugnykZEOfttAulG2ZBH3uN+rEbKYkSUyUsnNkwsyxes7WVJa49X+gmNNo9GRFlIv8HCobM5F6ttGOqIyteetK4ykksFSgxlHOxbkh82FpWMajNQlH8Fz7z68OOwWbq+xWVYW6o1cGSXGkg87YfheU1cJVMSvrIjlX5cwQsdSRSlmBJylv2WhPxAcu9+rGbyZUSUySM9NkxV91+s7YVlaw9e5cPBiCgL6dxYOJTZ52INBRbK13i2rsLIgoFEdrAvJX/YaNrITKt60c6dOw9OssF1HnNnDqSxZUP+fKKvHELiRn6o4Mgpg3wWrHrxaRLlbEIDznL5bqROpeLTJMpfUhbiUHmL6fUtKNbKHYPuUxnN2h8qM/CYrkNUV668MI4s285jg7FNr3qhfPeagHNnOHPmDAcX9cTKogQlS9SgyQ/9mbv7tOq6eO/shTtFMmYuSo3+p8TRE2XlW/zm/4a9mz9vX2mM+eTZPHRtS63hR7k0ewAjnJZxVqOsnrG/PxVaeaCZ1EvwyMFvfE2Kl+rBpjj9AKpSvfiYRDn3EhPrVOCbUpYUL1YMCwsLfSjtgEaQonpXdtgJ5vayppRFCSwti1G8vC2OKwJI1LchVbzcKxOoXc+Zm+/COT6rJ9+VVadbrFxfdidGsfaH0tRyuqruWIV33Nu5mMV7Hmk68VwujatB5SGn1ANEVhgXVoygi00lLEtaUqqEBcUqNGXYjudGA0guVybUpp7zTd6FH2dWz+8oW0z8lmKU67sbnSpgVhD7xrelckkLSpQoSalaPZk5qScVSktVLyREWfwiIZNrUxrx7ahz/LWoOTb9pzFp9DwOPMtQE0uxERkQZSVv/ebzm70b/m9faYz55GQ/dKVtreEcvTSbASOcWKYvWPpXaKWT1kgK9isdikS5BO1XR+uWsbUJC++esGVUf8Zv+4tU44nPu/M49exEm6pNmK/S2f10iXLWsx1MGe/K4cDHPHnypMBw77ALo6e64dyjBpYVbBngekGtX6mM49zKDQQkxbNzQEP6rX6qMoDLCfLj3HP1srWoo/xRonxzKjZN5yNVPS5QR1mqeqGM5fJ6V0Npq1byOn8orcpVodPYBQb354/pSGWLEtRy8CEyL517u9Zx8vlBHCu0ZsbJazqifNmjJ+Vbz+eh2MkqC1e9yP7Ljbalreg42oU/J3bDuu5Atp3eh4frYhYvXozLb/Ww+K4vcxYvZvHC0bS3akY+oqwIwqNVCSysOjPvQjS5quXS3pRtMojFxsvECx2x/UZKlNU1RkjYTu9GE7iiIq6mdZTL2x9Rt2UDHWWBdy8vsNdHlEKqg/ecHlQpXou+rtt113w2TaOPnRNrduvj+ew9yV8qo5qv2K5y/BhfszilemxC32WqVS8KI8radoMsjfjYGGJi9CF8S29KtVjAnTf6azExscSnGehv6ZIQD5TR3oyYdC6fNFYRvIz25Zqx6KkhqdQ9rHiGa8vvmOyvXS7MxW9cLdp6BKvUO2RnhlL1px3qJXyRKHeqyVgpgTIgygpee7WndvdJuOrqgSsTu1ShbNvFPBDL2pgo6zIi44h9abp5J6FIuMr6BX/y55+aMG8E7cqXo+3weaprLjMmMXbMGKZ6PzDou0Wi3Kp0C0a461VFpGolnp5LcGxoQddN/yGi7NqS7yb761YRcv3GUautB6r5i+wMQ6v+xA6VLoRIlDtRc+wlyaTAkCgrXnvRvnZ3Jrnq1S1cJ3ahStm2LFYDaShR1uEIsiP2lO7mTZIigavrF+hx/HMeI9qVp1zb4cwTsXWZwaSxYxgz1VtdNto0RKLcqjQtRrjrVUW0KiSa/yWODbHouskEUc4j5cUFNg37HotqdrgdvUecKPeRql5o3qMqr+rjuKqteqrrX4koC7Gs61icdktDdZN3U0T5/YNDHMxnNP6lZSGQuO8PenRpQfkOXly/sA53raH37P40KNeQ/rMlxuBubrjOGILdD12x95QawGqI8oZn3Du5h0P3EsiLPcKgOrX5dfMOJti0xePGUZx6D2F1YKKBOpa2KM3/oCHKuQQfXcveh6kqo72YY04MmHFOo+uiIDfpNB7LbpEa4ImnyjuBnJtT62LtdE3SSDVw5gbiXK8EFiUb0ttpPtvvqXULi0SUkZGZ9JbExAi8e5emnP1uohMTSRTD2wxdZRVSzzLauiTf2nlyNeYDyrwMgo9OoXWFb2jt+kgXT8yRSJRrWvVihENDGtl7cvZZPBnpcQQ9DiNNkHN7Zn1Kd1hOqEjMZH5MsC5FKRtnbooNTxGMZ9uy/LheTeqEt8dxHjiNLX4vSfigRJDFc2PRD1Qq046lBlM+kSjXxKrXCBwaNsLe8yzP4jNIjwvicZhGnUB0kzOsNiWrdsP1UiTvFbmkPj/CrC5VKVaQRFlXYxWkvzjBgp7fUq7tTM6EZ+mlr0ZEOTf4KGv3PlQRT2XMMZwGzOCcymJaQJGbxGmPZdxKDcDT85oKN/nNqdS1duKawQxd9+KvcGCaKGcH72F4I0vKNh3KqvNPiddJScRX5hG0zgnPW2eZaN30s4hybrgvO48+Il2RwF9nT3Hy5ElOnjzOhqH1sGw5iT2qc/HaSfZMaknpFjMISIjnmuckFp+PM6znitd4tbdmorZ3lkfz9IXYdkRXPh8nymKdrNXCFanxdpGIcmHoF0lHWUGeOJGUnWRQpV5sFT2eaH6y445U7O2DamX9I0QZsoh4FaPCJPuEIxU6SPQIEXWDJTrKQjL3T1zN51pOGbmazuVKUbruGDwmdaCL6y2idhRVoixm+gO353Tjt52RmglXfqKsTIsnUab5RsUrPFvXMOn1Iuvxauy+s2XUoQjkoluyy860bzqYXSFZxJ104ueBHlyIlK7QwNdsV7mBztQrYUHJhr1xmr+deyrXbJ9AlEU4hFQiXkaTqREUyI47UKb9Kr1+p7agC/sXMvB16sGkSxJdZSGZI47fUnvYKSNdVUlCIlFuYc2488kaY6NkTo6oSYflYaqy+XSi3AHb2fckEkoFz11b6dWsikCU9TVbk08jibIk9waHKuJV8WdWGRsd6wyQr+Paqfh/kCi3wHrceZI1dkDJJ0dQs8NywlTj06cT5Q62s7knmd8onrvSqokLD1XXjCXKeih0RDk/kB835hOTURHlivy8yshIW4fjba67dqK4EVGWvTyKp6s764/eJezAQL4pSEdZk9W829Oo28zVUOKq0VEu/b0DLrqVvwVMsftE1QsVUS7JT7szdcCIRNmmdAuGL9ZMPtzm4NDiW6ra/Ir3KwnQ5CfKn1QWWQG4TfLm6fE/sOqwQl3+qlwIpO7rR+We3hLDX132DA8UGYRe28XoxsWxajeJnQ9TyY27xMxu7RnpE0S2xJhPHnaQUU2+pW73cSw/9YI0I4GjYcL/vjO9RFn77TmBODeoyW/rH5GkgLyY+9x5FkeKKIjIPMqUKWfJlD/ExbYGI7RSSO2zohGe30QatOlAy4o92RTkz+zWdem3LZScT9JRzuKgfRnK/3HKgPSqX6Mkck1nLMv3ZnusVOwoVy3Nl7QawkmJixaRlNQoXoLajoeINVH47486UrHiQI6+B8UzV9q0+5le1h1ZHqqAjIPYV2zAzDsG01XJ14oupE4zxMqSH9ZJJaQiUa5B8RK1cTwUa3KWpoxYQ5dS5enl/cZAsmpaR1mjeoHAu+CTuA/qwS/zTnPepTm2k7ayvF8zOk3cq14SNiLK+szmEOjcgJq/reeRumC5f+cZceqC5eiUKZzNlPPQxZYaI84W3SWT/gVFPDIiyrIYrq76g2Z12jDG+x4m3bfKX+J7OYq83Ks4fSZRNp05URe+JtaTbugkOCpjoNWdVKsIBrI3IZVbOz3VRjKuY+lUuQY9JquNjRaPaEt5q5/wDs0rGlE+P5yqnVfr1JjEvP13iLIGBRNEOfvgb5QfcFgjfS1covzh3nXuqaS4Cl66Naf2xCu8vrAKN1GCnE+iPIEfKpfgu1FnJPruSsJX9+YXpxE0bjCdm5E76Fd/NPs26yXKbi7Tmew8Ty1dzidRlhN5ygWnlbckagRqotzG/Qp3Ll7hdqiW7MmJ9FvP1F7WlCzenCUvpJ1ALm8uuNC76wi2Pn2PQBYvdg7D9tsWOB1XW48LQh6JfvPpVqc2rexnsOHcC9Kk4yFf2q6y8ZvYgDYdWlKx5yaC/GfTum4/toXmfFRHWVqnhaSt9ChWA/s9oaq6nI8ov7/N8mmruGOgey1NQX2sjNuDQ9vRnFa55BJI93OiYdW+7FQZV+aPr7oiEuXmlenstILVq1ezevUKJnSo9P+XKFf4ieVX/fH3NxX8WNDhP0mUm1O5sxMrVDiuZsWEDlT6f0uUK/DT8qsF4OiP34IO+YiytIYVasynifhuf1+++cmHdOmDxsZ8gqBSVYk/PItJ+0NRFOT1wtiYrwCiXHRjPr3qhSjdLzpRFki7c5HbqQKyM0MMibKQwr5+VnReHWXAG5BH4XdaopufexcXW0vK1P+Z7g1LYbfjLQk3vPijgx3zbmpcpipCOLBoPbc1XmxyHm1mbJ9WNOzpzl1TxuwGGP+7TjREWUnkuZUsXrQQJztrKjXqj/NC0aDGBcemZajaewuvVVwxgxNjB7LSZxL1v3PimqGQBdHZ/wHHNjid2YWjyuuFkg+35tOp1wqeP/wUY77CiLJopFUey85r8klL5LdnYGPZWCNxVBekiiiX6shK1ZQ8f+EqI1bTuUwj5tzLJWGLHTWHbmZFNyv670sj99Z06okGLBJVIEXaSy5uXcjoXzrTvEEdalvXxMqyJK3cX0oIsZool+q4UjITNHy32AAqWHZmjYF7MlNeLzSqFzNOc2xSCypVasUUlXsotTFf43mPyJNHsLt/dSr/tJVwlTGfXkdZGXmOlYsXsdDJDutKjejvvFC1NO/i2JRQMSzbAAAY3ElEQVQyVXuzRV2wZJwYy8CVPkyq/x1O+QrWMO9fdqYhyque8eTAfIb2H8T0jZd4XajLKc0b5V+ZKCvDWN6+Go7H9BIDUXr9eEFTvjMgz0ZfnL6XftX/4JRG6p17YSTfdl2HaBv3cYmyQPI2O8o2dmS+dinNzY3Fo9pRocoPTFwsWU4Trfu/VEfZKOuqUx1RVvI+9hUhEeHcmNMCa6fr6gnDRyTKQupF9p4Vdcgz2P/rt/x+5B2CoESpUKBQKMjY/TOlem0jKU99rlDkkZnxTt+xyx+yaMBc/G9L/SgLZJyegcMq0ThTSeyGbpS126om13nPOL71kn4DBGUcQcHp+vQ035j9Npa0zCPYl2rEdKkfXxTIIu5w6clbnZRSmXyf7bPHMGX1deLkAu9fn8Hj93a0H7ScKzG5ILzj6RZHbOv/xtagbIT3wRxz+Znvytsy/mwsX6tdCW8P4NjGiTO7HNVeL5QfuDW/E71WPOfhosJ1lKVFm3t1PNWtp+p8UotE2fLb7ji5qFUPXKaOxnGgI+O9H5swnpampCDKZwAN2s3l2ssj/PGdDUOPxeXDWvoEBahedPz/KlEu1RjHORIDPq0hn+p/Nv3q/pdVLzr+f5Uol6Kx4xyJAZ8hprP71S1A9UJduwokyk+SeHX7Fg8eBrD6JyuaueldQqqfNFS9EFKvsmLBXoK0tgV/e6Ksb13GRDnn6Wp6fGtNr0kLdHrsCxcuYOpP1hQvUY/RZ7QqQXm88vcnWq5Rvdh0B/9rYaQc7I9lAwcWi3syeDrTu1ETfpuzFC8vT6b1qEapNq48/OyNV/T5/qcdGUiUhfTzjGnQhsWPNevuWb6MrdMGd4laQfblCdiUqUyvTdolTz0ksvuL6O90npTsAtzDfUxHWZdU4UT51B/lseyy1kAiJz4qvzOTepa2/ClxUKsiyqW7G+hL616jeigQ57rf0Ms7jJNDq9NldQg3ptlgPeEyYRu6Ua7TSp1FuSxoOwPqWtHE0YP914N5my2K3O8ys34pk0S5dHepzqHBW5GdHEQ5yw75CHzBEuV7JPrv5rDOckNClMWV14zruNiN42jSGyMdZfFmOufHNKDN4scaFYIsfMfWoY2U3GdfZoJNGSr32oQRd1dn/F0ofgcO4BsimTUYflIRz0SiXIza/Tw5dC/exIqBJpmsSCLeSlcMxAL+ukRZ8dKdNnXHclGyAiG6gLo4ujqtlkgnPoafJr85jUbd16uIsXgn60B/yvfdi0i3P06UxU00mtLa7YVkYvW/kigryYl9wNHp7fmmbFNmXc8kK/Mdio8QZVH14vqqFVyPPs7gug7s+Os2V1QbkKg3Ijk9uy0lWk3nmObapSN/0qWyNfabRZ1uJfFHFrPiznvk2g1HcjMIvevPjRs3NOEKW4fWoWxPdy6rrl3j2J8/UKf9LC7G6yXCgmgEqzLikhjlvVyLnWVTZl8N0RnkPTkwElvbYfgEa/V5ZITfv09MjkB2pB/erjOY7rqDaxFqFaasVydY8IsNVW0dWeWfgLivZfaHbJV6U25Wln714YvblYz7i/rjdD6F7ALcwxVJRxk5t6dZU8bhmE7fNp9E2bAKF34mZOA/synlS5Wlucs9XZoFPqSSKFvRYaxWH9WdUW2/RKLcnupdJ+O1fDnLVcGLGXa1sdV6uCmq6oWQzQetMKeoqhexB5gyZhevUk8ztfsIvHU78cnxX/Irw5dd5eJOT06GyMhJTDDU5/7iPlLBM9fmWHUYi7tGj9d9VNsvkii3r96VyV5aHJfjNcOO2rafqnoh1n8dkEVUvYjlwJQx7HqVyump3Rnhrd+JT+6/hF+HL+PqxZ14ngxBlpNIQj7vGmo/yoZeLzQbjjyVkf7aj4WdS1Pq+wmcShQQMlJI1a30GBJllTH76ZG07rORIHGZUEeUs8nOTOe9LI8E7x6Uc5D6XRbjiTrK+VUvPlei/DllYUyUxTYozxa920t+H24y3daa33aEGKoIqqLojflELZqcQ/0p89NO0sR7Indp2IolKn6n4OWSltQaf0Xfv6mef0eo3wEO+IYUbHwvyco/9VBClJVEbOxFtVZO7PN/QXxWDkHLu2A76oxEN01JzF57vi1RC8eDRo7WZc/ZvngnL8X2JHEPpwWuaDrK2tiFEWW1yxTLCr+wS++dX6XH+tytJZZWgzku4XIfJcpkcthBtOhewaymtsy6K+f9iUFUbeHCitE1qTs1QFNxcrk0phqljMmv/A4z6n06URbVPJpbWjHwsKGD7w+HfjPyo5zfmC/onDdeS1yZ0KkKzd2MCJ0J1QtlxEZ6VWuF0z5/XsRnkRO0nC62ozgjcZCpjNmL/bclqOV4MJ/jd8WzedS1qMdvk6fi0LA4dWY/1RbUZ/wbqV4UkILcfw1rDTb2+MpEWRnP/oG2/LLNaMInvGWLXXn67S3ADxZy7sxsQe9t4iYX4k9J2PIO1ByjNqoRDcwcu3qgcmdsyo+ykMLuvrZMDTBUAv+fql7k5ZCj8lzxjhNbD5KsfM+zq9eJUPFK036UhYTDTOlgQ+MpAWTEv+SuRPfwysIOlGzrwiXJtdu373D/dQoKIZ0nf4WqOnTdhiO5WUT9JSHKfhsYWLMiPziOZdI6Xz2B9r9HmGSvbeXbh5w9eoQjRyRh/zTalLBh8LrDhtePHuNykNEujUIawX+9JkM1H8sh5tZe3Ib/SMsuQ1ly9CkpIieXx3DZ1Y5a5Vsy29hd4Re2K9nz7Sze+VIl4dW7h9M2iE/QUZYFMLleK5xcl7I7VD2EfglRViZdZX7XxrT/wZaKVq0Ys+VBfuNabTbFf5WOsnolSlxRUCiy8R1bi68qUfa0o9+m1+rJ5UeJcgwx/ptYMH8rt7WW04URZSGNp+cPsG/fPl3Yu8qROuW7MtdHe20Xk1sV4/tR3uo4Pp70r2mJzbBDKjdxX6ePFIlyC75zukaOZnUm23cstb6qRNkTu36bUO8j83Ed5ZgYfzYtmM/W21ovREZeL6T1AIG0p+c5IMFx395VONYpT9e5Pjpsd01uRbHvR+GtiueDZ/+aWNoM45CRm7h8EmVFMEeW7uGRZnwXV7C0KtRpBzewT1vWxqoXsjjuHFiCY9PKtFr8SOJHOYukR8dZM6YtFSxK8P28+4YE9CsT5fyqFx8vi3xE+UMwZ703sd/vKYkqF1q5PPXow6/rnum9yBiUSX6ibFnfnvkeHngsGU9Hq+r0mOqOh4c7U3vUoIaUKCueMa+uBfV+m8xUh4YUrzMb1YapBun/O04kRFn8YCXvIgLY5zmRHnXLU8qyAU5+Wl+2Ahm3XenbdzEXfRfRtkoLZlzVk7y88Ic81c4KCyDKzat2Ypyb3t/q3F/rq2Zx2rmqHvLCiLI4ITzNCOuS1Ph5Gf5xOSgV73h9wpm2FcrQctFfBlLKjxNlJWErOvBN4xY0+XYIpz6AapvkCo1pbluJ3/ZrCZMc/8nWWNqM5Gj4e5TISQvxZfnvtpQvblr1ojCJMopXrOpUFsv6f7DrSSryvAzCLnnSu7YlFh815oOsOysZNcqdi8a6gyaIsqpk30UQsM+TiT3qUr6UJQ2c/NCqKwoZt3Ht25fFF31Z1LYKLWZclWx5LONgMytGqawdxSoSxoQarfRF9clHRSHKCoI8HZh522De/BUlyjm8WP8rncaf1m3coPsMldT6e6Pd93R3EdLOMrrzBHx1hE2G75iatPfSDOL6qCY3HBHSD+PYYR4qD3eSuP9ToqzNh/w2c8d6SzwviDcKIMoZfkxsWYvG3Sax61GawdK8gTGfNm0T/zqibGACkMtr7z5YN5/H7YxHeA74g40PNR5dTKSR75LsCPal27K8AFUr4/jypCec9l7KgtmzWLTxBHeixLYtfnYyjw8tYmCTSlRqPozV12NNSGtA+dntKo/wh091EknTRLk5VTuNw03no3ouv9Yvp/OjrP4WJVGb7Wg20Y+MnMcsGzqBvcEfyPkcYz4UJAasYFC3/rj6xZMnfODVASdaVypJtU5T2fM41ZBIaMH8iOqFPMCTEavvafTfP+b1QiDtr3P4hWnXybUvkfwXRJRzw1jW3oKy1RvRZdppQ1+whRFlFGQmRBEZGakJoVyebksVh1281F17xQY7Szp4PiJCdy2SqIRMUbHnK/WRIlE24fVCS5TlAXiOWM091QT2414vhLS/OOcXVsiKQEFEOZewZe2xKFudRl2mcfqNtIEWRpRBkZlAlASf0MvTsa3iwK6XWmwjebXBDssOnjyK0F+LjErQGaJqS1okyt+0W5FPxVJ7X/+fg+94RzYnaGmzQOKWnnzT2Zn1cxzp1ccJ7ztJvLs0llrVx+CbnWS4M19uJHeuB5OqX6xSJ/2JRFn7dvXDhsZ8n1sW+YiymLgslhsbnejZvBW9xwxl1JJbhUh78xPlokqUZQebYTUqVNO3KwmbUINWBw0sd/RF8A8/MiLKIhFK5e6a4fwyfBk+64ZjW82OzVHvCD44k4GjN/FUtTGTnNebf6ZKGRv6L71GvBGfKbpE2Y5qQ0+b0JkrnCiLZZIdepzZ3WthqXEPV6xcIxyW+Zt0D1ejMNULUWjkP4U6JYpRSrszlugvt4UlFpbtWKrbPxOExAvMaF+VkhYlKVu+PFb1e+G87zZb+pf/ZNUL8RvyYi4w98fqWFoUo0TJ0lRpM4btB2fRvKzEPZw8hA09K1Kp8wSWiLPAjwX3WfS2LmnkR1l8m5LUu2sY/stwlvmsY7htNew2R/Eu+CAzB45mk7pgkb/ezM9VymDTfynXVAWbw57G1Zik9bNMHNNrN/uCZpHLmcHfYNXVmdXb9FIGUZqz12c3O7dvxXvtPOxqlKGN6z3DDqAIqhfKtEhevIogJjGK7X0rYbdNKwnRZFkex+Ulg/jd5QJxqo5RICP0LoH3nxIcEcHTXYOxrjGai9pVeoMvfceNWf2ZfjWdnLR4EtKyyH57jjF16zDphl5CrEwJ4/GLUN5EBzC3uRVDz2g7F5HU/MG440Z5UtVB/RbWsviXPHz6iogQHxwqt8TNwABNkiEhnfBHj3kREklshBjXlj/V5uySSCYOc88zzKouv7ltZsfOnezcuZMd27ey2X0A9WxGcU4lmckmMTSEyLgYzoytQwvXZ3pVEeEt56YOwu1OJhmPvBnatBrf2nZn8KR5LPZcwap5TkxaeZALVwO4JUqVb93ilmrb+kdES/hPPqIsj+fGMgfad5vBGY3lbc6T1fSqWZXmA+ex+fQ9ot4Zj2ZG31cQURYyuOWzmwe6CY74nEByWDAJupm6gszQ6+z1HEv3Rja0Fo33zgeRbqQBZPjGz21XhqmYJsomdJTtqjH0tC7DKOOPMLrvAm5p1OyViVdZZNeCds1qYFF/ND5XArn/+CWhUdFEv4kiMiKcsNDXvBb9tuuyoCQz+AyrZoxkzIIjBOn34VXFyAk/weye1pS2sKR6a3umrz3FkyR9fZfqKAvyHLLl2VwcVYOOK9ReL1SJyN+TlvEBufwVnu1qMla6tZmBezhdpowOFKSEPuG5WNcjDzGkZls8jXw+C6mnGFKnAUP2BOeXrhVKlKWvyiHy5GTaNh3EvgjpwKZ2Pddjm9GOf6pHv1YfKSHKgpycbDnZF0dRo6PU64FctWHLB7mcV57tqDn2smQCZ0jOpF8lPVakhPLkeQiRsZEcGlKTtp5qN366OEIqp4bUocGQPei0lXQ3CyfKumjiMn/kSSa3bcqgfREGEyyVR40e2yQr1dKn9Mfya+OpZtUL16N+3HpkuGX00yePefTXPe7evsX1YwvpalWXkefiNaTuA75jalCicjvGbZEYiL87zqB6Qzn93ogo61+pOdLYW+S9YU2HktjtTFPZXoirJbK7M7GpOgrfbK39hfifR+qN6bRvPZbD4dq+/uuUhUmirM2v7A0XFvakVrV2TDqqXqXT3hIFHGlvwoiKj2Jb77KqbxCJvEr1ottqXiUkkBBzngk2TZkdEEtCQiwBs5sYqF7k7GlMtUl6ZwNx02vTbI++19C/659/pCPKwvsIru1dh5erK2vPh2s6GoHMZ8dY6+7BJt8Io5npB4J2DqZBpYYMOxRliJQJibKQdI+Tl14bpKF4n0lWoYOQYbL5z/Qbf2R9ZPzM/+xnXhFkpL15xev4DwZStM9MTTVY5yRHEBYvam+a+uWReNOb9eeiyJbJVFv/ygr7zw5jZccy/HZYU6GF90Rc28s6L1dc154nXEMAhcxnHFvrjscmXyIk5EXMwYegnQxuUImG4rKiUtT9Hk+VUp2ZvmYds7uWxmr0LVMZLfK13PCLrHebyfghv2Pfvz/9xWBvj4PjIIYMH8XYiZOYNmMBay9Jtq8WU1cR5RYsVvlVE/0oN6bJn0Y782XH8fDsZia0KY9FmWYslIhuZVHn8ZrizMqrcQZ6WMKHOB5f3MHk9uWxKFmTXzab2CpdyOCe9zyWnn2jGpg+RFzHZ2EfrC0sqPTjKp5LhS65STzz9WZUU0ssRO8vYerKKSRfYvnyK5Ldz/SQiRLluq3cEDmxkB3HX6e9+LW2BSXqTOCi1NZQ/4hqi+d3Ufc4tW4kzcpYYFnfiYsGRNAgsuQkixcnVzF/6jhGjRzJqFFjGO80jZnzFuKx7hTBmslw8vMLbBhmS0mLagw9qVlZyovm0ip3dtzXryaBjIQHx9mweDqjB/5Ml7YtaWLbkHp162Btba0J39F57nWDJXyRKDdrNJPApGAu7lyJ65w5eJ0IVm1zLcksuZFnWDSgGZXLNmb47qegjOPKxiW4urrmDwtH8mP9Nvw+c5HhvVkDaVe3Dk0cdxGh6yvyePfmCVePbsHrz2mMHz6YEZOXsPnETUIzdJGkWdEff4V2pU9M1FYz3sJaIOneSS69ljZOBe8z9f2EkHqTVc5LuapbctakmJfAgyOrmOnYjeb161CjSkXKWJagRPHiFBdDiUr0WiOSSRlxd4+xff1qNh66TUwBO8CpU5WT9Ogw7sM7ULN0OZqN3MYjbV1TSZRtmBIgR5Fwm13TOmNVvCpDT2lX40RF/ghu7FvKoMalsSjfk03SLVdVRPknthl/hxQgcZBPfIrv9ml0srLA0saJSxIVO3VUgYzU/EaeqnsqotyQ2Sa3eM8l+eVVDm7wZJ7TGJxXn+dVPuPiwojy1+oj1UTZZkoAckUCt3dNo7NVcaoOPaV226j6kCwibuxj6aDGlLYoT89NEZJxQ03OfjIWDhjhSE4iT323M62TFRaWNjjlBxIhI7WACaKaKDec/cCA/GpfkZv8kqsHN+A5z4kxzqs5/8pI3UkUiIo+motAlMl9zSHnPrSzrYd1rZrUqFFDE2pSy7oO9Rp+T+NmLWnTviM/9HLA+VCILk8KcYOaBBNtWGSLOh1lLanV5l79r4z2ZY2r0e6gWn/1hf4vxut4kGZF++uUhYood1xZyA7FSpKvzaN9tTZ4SP2NoiDtxTnWONbHolg9Zt5SD1AiUS7dZARrtm5lq0HwZnG/ujSafUeHIfI7jK9Sis7T17BudldKW43WGQsbIvbPP9MRZVliBDEmWGtOchKZphmcSkqZnmxiOU6ZxKunsQak+J8P5d/lC3N48/Q5iVriJkskIkY/uOpymZNMUsEFizI9WWIcAYr4m+xYupStAXF6yaIusf/SgZBJbHS65v0CmRHPCM83oKnzIksIJSxFIvVCIDM2RqOPajq/2fEhhCSqjbbyxchLICrWqGMVUnj9KALTnEogK/Y1URl6qZTwLr3gtiR7xzutz1/VywUyYsLVbhnzZcb4wgdigl7x9j8w2RfeRxPy5p2+zGVppJmUthvn6ePnQlYMIdHveBcbRvwHw4VLU0/npKXllxSailjUa4p4ngU+4lVMOrIC+7gCEvtK7UqbujLpFU9jpaRYe6fgf0VKoml3igU/YnhHmUJ0jMQHu+HdAs/kaamGkxkhi+igSH3dlicSFpZqMBnVJpYdH0pkmrZz0lwVkgkLfiuRjGpjm/rPIzkijGSjpmgqpsE14T3RIQWMSUImUS9CSDJofwZPq8a6+OePiS/kvV/eRwpkRQcRqeuX5SSGhZFqBJcqZ9nxhEamGWGsXiF5K+32jD9Dcp4nCmg+HUjeR4dguqoKZEa9ICRJptMdlrxOd6iMf87jwoDUxfxPHciIuBNI5Kc1t0/MzNcpCyEllJf6Ja8C8iDwThwLDXbkU0cVMt/wKlbfxoXUaKIL8Gohz8rK3wYV8dzcsZSlWwM0K7AFZOEffllHlP/h32n+PDMCZgTMCJgRMCNgRsCMgBkBMwKfhICZKH8SXObIZgTMCJgRMCNgRsCMgBkBMwL/FgTMRPnfUtLm7zQjYEbAjIAZATMCZgTMCJgR+CQEzET5k+AyRzYjYEbAjIAZATMCZgTMCJgR+LcgYCbK/5aSNn+nGQEzAmYEzAiYETAjYEbAjMAnIWAmyp8ElzmyGQEzAmYEzAiYETAjYEbAjMC/BQEzUf63lLT5O80ImBEwI2BGwIyAGQEzAmYEPgmB/wNqX2/sdCoAAAAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:5596116d-8c04-4271-ade9-5b785c23b76e.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "模型构造\n",
    "继承Block类来构造模型\n",
    "'''\n",
    "from mxnet import nd\n",
    "from mxnet.gluon import nn\n",
    "\n",
    "class MLP(nn.Block):\n",
    "    # 声明带有模型参数的层，这里声明了两个全连接层\n",
    "    def __init__(self, **kwargs):\n",
    "        # 调用 MLP 父类 Block 的构造函数来进行必要的初始化，这样在构造实例时还\n",
    "        # 可以指定其他函数参数，如 “模型参数的访问，初始化和共享” 一节将介绍模\n",
    "        # 型参数 params\n",
    "        super(MLP, self).__init__(**kwargs)\n",
    "        self.hidden = nn.Dense(256, activation='relu') # 隐藏层\n",
    "        self.output = nn.Dense(10) # 输出层\n",
    "    \n",
    "    # 定义模型的前向计算，即如何根据输入 x 计算返回所需要的模型输出\n",
    "    def forward(self, x):\n",
    "        return self.output(self.hidden(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "[[ 0.09543003  0.04614331 -0.00286653 -0.07790348 -0.0513024   0.02942039\n",
       "   0.08696644 -0.01907929 -0.04122178  0.05088577]\n",
       " [ 0.07692869  0.03099705  0.00856576 -0.044672   -0.06926841  0.09132433\n",
       "   0.06786595 -0.06187843 -0.03436673  0.04234697]]\n",
       "<NDArray 2x10 @cpu(0)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = nd.random.uniform(shape=(2,20))\n",
    "net = MLP()\n",
    "net.initialize()\n",
    "net(X)"
   ]
  },
  {
   "attachments": {
    "e721f000-e9de-43de-8fac-2368d8cfea8a.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:e721f000-e9de-43de-8fac-2368d8cfea8a.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MySequential(nn.Block):\n",
    "    def __init__(self, **kwargs):\n",
    "        super(MySequential, self).__init__(**kwargs)\n",
    "        \n",
    "    def add(self, block):\n",
    "        # block 是一个 Block 子类实例，假设它有一个独一无二的名字，我们将它保存在 Block 类的\n",
    "        # 成员变量 _children 里，其类型是 OrderedDict, 当 MySequential 实例调用\n",
    "        # initialize 函数时，系统会自动对 _children 里的所有成员初始化\n",
    "        self._children[block.name] = block\n",
    "    \n",
    "    def forward(self, x):\n",
    "        # OrderedDict 保证会按照成员添加时的顺序遍历成员\n",
    "        for block in self._children.values():\n",
    "            x = block(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "[[ 0.00362229  0.00633331  0.03201145 -0.01369376  0.10336448 -0.03508019\n",
       "  -0.00032164 -0.01676024  0.06978627  0.01303309]\n",
       " [ 0.03871719  0.02608211  0.03544958 -0.02521311  0.11005434 -0.01430662\n",
       "  -0.03052466 -0.03852825  0.06321152  0.00385941]]\n",
       "<NDArray 2x10 @cpu(0)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net = MySequential()\n",
    "net.add(nn.Dense(256, activation='relu'))\n",
    "net.add(nn.Dense(10))\n",
    "net.initialize()\n",
    "net(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "构造复杂的模型\n",
    "'''\n",
    "class FancyMLP(nn.Block):\n",
    "    def __init__(self, **kwargs):\n",
    "        super(FancyMLP, self).__init__(**kwargs)\n",
    "        # 使用 get_constanct 创建的随机权重参数不会在训练中被迭代（即常数参数）\n",
    "        self.rand_weight = self.params.get_constant(\n",
    "            'rand_weight', nd.random.uniform(shape=(20, 20)))\n",
    "        self.dense = nn.Dense(20, activation='relu')\n",
    "    \n",
    "    def forward(self, x):\n",
    "        x = self.dense(x)\n",
    "        # 使用创建的常数参数，以及 NDArray 和 relu 函数和 dot 函数\n",
    "        x = nd.relu(nd.dot(x, self.rand_weight.data()) + 1)\n",
    "        # 复用全连接层，等价于两个全连接层共享参数\n",
    "        x = self.dense(x)\n",
    "        # 控制流，这里我们需要调用 asscalar 函数来返回标量进行比较\n",
    "        while x.norm() > 1:\n",
    "            x /= 2\n",
    "        if x.norm() < 0.8:\n",
    "            x *= 10\n",
    "        return x.sum()"
   ]
  },
  {
   "attachments": {
    "70c53392-108d-47fa-842d-a5a18246f528.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:70c53392-108d-47fa-842d-a5a18246f528.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "[18.571953]\n",
       "<NDArray 1 @cpu(0)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net = FancyMLP()\n",
    "net.initialize()\n",
    "net(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "[24.866209]\n",
       "<NDArray 1 @cpu(0)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "因为FancyMLP 和 Sequential 类都是 Block 类的子类，所以我们可以嵌套调用他们\n",
    "'''\n",
    "class NestMLP(nn.Block):\n",
    "    def __init__(self, **kwargs):\n",
    "        super(NestMLP, self).__init__(**kwargs)\n",
    "        self.net = nn.Sequential()\n",
    "        self.net.add(nn.Dense(64, activation='relu'),\n",
    "                     nn.Dense(32, activation='relu'))\n",
    "        self.dense = nn.Dense(16, activation='relu')\n",
    "        \n",
    "    def forward(self, x):\n",
    "        return self.dense(self.net(x))\n",
    "    \n",
    "net = nn.Sequential()\n",
    "net.add(NestMLP(), nn.Dense(20), FancyMLP())\n",
    "\n",
    "net.initialize()\n",
    "net(X)"
   ]
  },
  {
   "attachments": {
    "7492a2ef-3fbd-4e25-9468-41e350e7a3fc.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 练习\n",
    "\n",
    "#### 1. 如果不在MLP类的__init__函数⾥调⽤⽗类的__init__函数，会出现什么样的错误信息？\n",
    "\n",
    "答：![image.png](attachment:7492a2ef-3fbd-4e25-9468-41e350e7a3fc.png)\n",
    "\n",
    "调用父类的init函数是为了初始化前向计算中需要的一些参数，比如说 _children 参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2. 如果去掉FancyMLP类⾥⾯的asscalar函数，会有什么问题？\n",
    "\n",
    "答：不使用标量函数会到之矩阵或者向量与常数进行比较。如下输出所示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[1.]\n",
      "<NDArray 1 @cpu(0)>\n",
      "True\n"
     ]
    }
   ],
   "source": [
    "a = nd.array([1,2,3])\n",
    "print(a.norm() > 2)\n",
    "print(a.norm().asscalar() > 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3. 如果将NestMLP类中通过Sequential实例定义的self.net改为self.net = [nn.Dense(64, activation='relu'), nn.Dense(32, activation='relu')]，会有什么问题？\n",
    "\n",
    "答：self.net 被认为是列表无法继续进行计算"
   ]
  }
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